Pre-processing of the data

ls_preprocessed <- preprocess_rna(path_rnaseq = 'rnaseq.RData', correct_batch = T, correct_gender = T)

Exploring data

Batch effect correction

print(ls_preprocessed$pbatch_bf)

print(ls_preprocessed$pgender_bf)

print(ls_preprocessed$pbatch_af)

print(ls_preprocessed$pgender_af)

DE analysis

gn <- as.character(ls_preprocessed$rna_all$Feature[which(ls_preprocessed$rna_all$Feature_gene_name =='TRPA1')])
DE_res <- DE_analysis(ls_preprocessed, 
           GeneBased=TRUE, 
           pDataBased=FALSE,
           NewCondition=FALSE,
           cond_nm=gn,
           reference = 'low', 
           correct_gender=TRUE,
           extremes_only=TRUE)
## Unlist done
## Labeling done
## Filtering done
## factor levels were dropped which had no samples
## Design done
## factor levels were dropped which had no samples
## Warning: Setting row names on a tibble is deprecated.
## vsd symbols done
## using pre-existing size factors
## estimating dispersions
## gene-wise dispersion estimates
## mean-dispersion relationship
## final dispersion estimates
## fitting model and testing
## -- replacing outliers and refitting for 1610 genes
## -- DESeq argument 'minReplicatesForReplace' = 7 
## -- original counts are preserved in counts(dds)
## estimating dispersions
## fitting model and testing
## DESeq done
## using 'normal' for LFC shrinkage, the Normal prior from Love et al (2014).
## 
## Note that type='apeglm' and type='ashr' have shown to have less bias than type='normal'.
## See ?lfcShrink for more details on shrinkage type, and the DESeq2 vignette.
## Reference: https://doi.org/10.1093/bioinformatics/bty895
## res symbols done
## list done

DE results

heatmap_200(DE_res$res_df, DE_res$vsd_mat_sym, DE_res$meta_data, DE_res$pData_rnaseq)

x <- DE_res$res_df %>%
  arrange(desc(abs(log2FoldChange)))
rownames(x) <- make.names(x$symbol, unique = T)
k <- gn
x <- x[-which(x$gene %in%k),]
#head(x, 10)
vp <- volcano_plot(x, gene=NULL, p_title='TRPA1', pCutoff=0.001, FCcutoff=1.5)

List of genes differentially expressed (-1.5 > fold change > 1.5, pval<0.001)

vp_tb <- vp$data[which(vp$data$Sig == 'FC_P'),]
rownames(vp_tb) <- c(1:nrow(vp_tb))
kable(vp_tb)
baseMean log2FoldChange lfcSE stat pvalue padj gene symbol Sig lab xvals yvals
4.028480e+01 3.626802 0.4659044 5.487729 0.0000000 0.0000078 ENSG00000159217.5 IGF2BP1 FC_P IGF2BP1 3.626802 0.0000000
1.424362e+00 3.355930 0.4606525 3.638648 0.0002741 0.0046421 ENSG00000228277.1 AC112518.3 FC_P AC112518.3 3.355930 0.0002741
1.573867e+01 3.283034 0.4063926 5.259932 0.0000001 0.0000198 ENSG00000180861.5 C12orf36 FC_P C12orf36 3.283034 0.0000001
1.149603e+01 3.138224 0.4892570 6.732248 0.0000000 0.0000000 ENSG00000106031.6 HOXA13 FC_P HOXA13 3.138224 0.0000000
9.013161e+01 2.968389 0.4211908 4.135687 0.0000354 0.0011107 ENSG00000094755.12 GABRP FC_P GABRP 2.968389 0.0000354
3.826809e+00 2.947610 0.4044187 3.577355 0.0003471 0.0054243 ENSG00000267654.1 RP11-973H7.4 FC_P RP11.973H7.4 2.947610 0.0003471
5.133828e+02 -2.847745 0.4942222 -5.969964 0.0000000 0.0000010 ENSG00000125851.5 PCSK2 FC_P PCSK2 -2.847745 0.0000000
6.496843e+00 2.766322 0.4965835 3.992619 0.0000653 0.0017028 ENSG00000102837.6 OLFM4 FC_P OLFM4 2.766322 0.0000653
3.778181e+02 -2.721969 0.4038448 -6.742470 0.0000000 0.0000000 ENSG00000134020.6 PEBP4 FC_P PEBP4 -2.721969 0.0000000
1.129898e+01 2.671664 0.3956415 6.587470 0.0000000 0.0000001 ENSG00000268941.1 MGC4294 FC_P MGC4294 2.671664 0.0000000
2.579193e+01 2.651873 0.4733306 5.485955 0.0000000 0.0000078 ENSG00000227964.1 RP5-1112F19.2 FC_P RP5.1112F19.2 2.651873 0.0000000
9.768352e+00 2.626679 0.4712190 5.508101 0.0000000 0.0000072 ENSG00000188624.2 IGFL3 FC_P IGFL3 2.626679 0.0000000
8.810358e+00 2.607049 0.4396776 5.829855 0.0000000 0.0000020 ENSG00000273388.1 RP11-401O9.4 FC_P RP11.401O9.4 2.607049 0.0000000
7.545176e+00 2.580077 0.4690340 5.589482 0.0000000 0.0000052 ENSG00000263655.1 RP11-25L3.3 FC_P RP11.25L3.3 2.580077 0.0000000
5.905923e+01 2.573387 0.3597944 7.121725 0.0000000 0.0000000 ENSG00000221502.1 MIR1245A FC_P MIR1245A 2.573387 0.0000000
6.789361e+00 2.571106 0.4457182 3.956631 0.0000760 0.0019080 ENSG00000179083.5 FAM133A FC_P FAM133A 2.571106 0.0000760
3.120361e+01 2.548871 0.4433360 3.619675 0.0002950 0.0048839 ENSG00000006611.11 USH1C FC_P USH1C 2.548871 0.0002950
1.245316e+01 2.526598 0.4976622 5.133755 0.0000003 0.0000327 ENSG00000270470.1 RP11-601H16.1 FC_P RP11.601H16.1 2.526598 0.0000003
2.657587e+00 -2.519457 0.4675004 -3.858432 0.0001141 0.0025211 ENSG00000241032.2 RN7SL709P FC_P RN7SL709P -2.519457 0.0001141
2.548350e+01 2.497027 0.4089348 6.090872 0.0000000 0.0000007 ENSG00000133020.4 MYH8 FC_P MYH8 2.497027 0.0000000
3.875403e+03 -2.494320 0.3624571 -6.861474 0.0000000 0.0000000 ENSG00000099994.10 SUSD2 FC_P SUSD2 -2.494320 0.0000000
1.221030e+03 -2.488812 0.4661348 -4.056469 0.0000498 0.0014043 ENSG00000160862.8 AZGP1 FC_P AZGP1 -2.488812 0.0000498
4.783482e+00 2.478545 0.4897573 5.042099 0.0000005 0.0000477 ENSG00000272609.1 RP11-461M2.2 FC_P RP11.461M2.2 2.478545 0.0000005
7.998123e+00 2.456517 0.4532655 5.402242 0.0000001 0.0000115 ENSG00000258162.1 RP11-315E17.1 FC_P RP11.315E17.1 2.456517 0.0000001
4.217041e+03 -2.432684 0.3288215 -7.381278 0.0000000 0.0000000 ENSG00000259803.2 SLC22A31 FC_P SLC22A31 -2.432684 0.0000000
4.387781e+00 2.431140 0.4857152 5.164646 0.0000002 0.0000291 ENSG00000233358.2 RP1-209A6.1 FC_P RP1.209A6.1 2.431140 0.0000002
5.698541e+01 2.423968 0.3550291 6.939605 0.0000000 0.0000000 ENSG00000228073.1 AC133106.2 FC_P AC133106.2 2.423968 0.0000000
1.111433e+01 2.400156 0.4015238 5.919881 0.0000000 0.0000013 ENSG00000252365.1 SNORD22 FC_P SNORD22 2.400156 0.0000000
8.098198e+00 2.396787 0.4007783 5.852712 0.0000000 0.0000018 ENSG00000255465.3 RP11-264E20.1 FC_P RP11.264E20.1 2.396787 0.0000000
1.186326e+01 -2.392555 0.4858690 -5.069842 0.0000004 0.0000423 ENSG00000256288.1 RP11-277P12.10 FC_P RP11.277P12.10 -2.392555 0.0000004
5.488338e+03 -2.384848 0.4762425 -4.912572 0.0000009 0.0000773 ENSG00000164265.4 SCGB3A2 FC_P SCGB3A2 -2.384848 0.0000009
1.225651e+03 -2.376766 0.3282488 -7.239266 0.0000000 0.0000000 ENSG00000110195.7 FOLR1 FC_P FOLR1 -2.376766 0.0000000
1.933385e+01 2.366707 0.4019254 5.903471 0.0000000 0.0000014 ENSG00000183671.8 GPR1 FC_P GPR1 2.366707 0.0000000
2.490769e+01 2.357796 0.3071271 3.946195 0.0000794 0.0019629 ENSG00000114638.3 UPK1B FC_P UPK1B 2.357796 0.0000794
9.942546e+00 2.350478 0.4977219 4.781046 0.0000017 0.0001256 ENSG00000234257.1 SOD2P1 FC_P SOD2P1 2.350478 0.0000017
2.099978e+02 2.349124 0.2828459 8.265325 0.0000000 0.0000000 ENSG00000226674.4 TEX41 FC_P TEX41 2.349124 0.0000000
9.958836e+00 2.342077 0.4494404 5.224976 0.0000002 0.0000226 ENSG00000268053.1 CTC-344H19.6 FC_P CTC.344H19.6 2.342077 0.0000002
4.610169e+00 2.341139 0.4566466 5.138629 0.0000003 0.0000320 ENSG00000270160.1 RP11-264E20.2 FC_P RP11.264E20.2 2.341139 0.0000003
1.125173e+01 2.340613 0.4711577 4.764147 0.0000019 0.0001340 ENSG00000248837.1 RP11-412P11.1 FC_P RP11.412P11.1 2.340613 0.0000019
1.887680e+01 2.332277 0.4178825 5.646965 0.0000000 0.0000040 ENSG00000180785.8 OR51E1 FC_P OR51E1 2.332277 0.0000000
9.435161e+01 2.322566 0.5030797 3.520361 0.0004310 0.0063324 ENSG00000134757.4 DSG3 FC_P DSG3 2.322566 0.0004310
2.506854e+02 2.316234 0.4337856 5.543327 0.0000000 0.0000062 ENSG00000106236.3 NPTX2 FC_P NPTX2 2.316234 0.0000000
5.907840e+01 2.311068 0.4355514 5.237887 0.0000002 0.0000214 ENSG00000125285.4 SOX21 FC_P SOX21 2.311068 0.0000002
9.220039e+03 -2.309385 0.4917065 -5.671039 0.0000000 0.0000037 ENSG00000096088.12 PGC FC_P PGC -2.309385 0.0000000
3.569767e+00 2.294205 0.4732699 4.669650 0.0000030 0.0001881 ENSG00000253257.1 MTND4P7 FC_P MTND4P7 2.294205 0.0000030
4.437219e+02 -2.289458 0.4814100 -4.791446 0.0000017 0.0001218 ENSG00000078725.8 BRINP1 FC_P BRINP1 -2.289458 0.0000017
5.084426e+01 2.283251 0.3616751 6.449639 0.0000000 0.0000001 ENSG00000138435.10 CHRNA1 FC_P CHRNA1 2.283251 0.0000000
4.131516e+01 2.282490 0.4198733 5.278943 0.0000001 0.0000186 ENSG00000227640.2 SOX21-AS1 FC_P SOX21.AS1 2.282490 0.0000001
3.626056e+01 2.279822 0.3872608 6.033349 0.0000000 0.0000008 ENSG00000181211.1 HECW1-IT1 FC_P HECW1.IT1 2.279822 0.0000000
2.470736e+01 2.267670 0.3970820 5.678684 0.0000000 0.0000036 ENSG00000172156.3 CCL11 FC_P CCL11 2.267670 0.0000000
2.229380e+01 -2.265513 0.4935554 -5.085880 0.0000004 0.0000394 ENSG00000223784.1 RP11-554I8.2 FC_P RP11.554I8.2 -2.265513 0.0000004
6.001026e+01 2.252804 0.3973591 5.790225 0.0000000 0.0000023 ENSG00000006788.8 MYH13 FC_P MYH13 2.252804 0.0000000
3.135205e+01 2.247554 0.3656291 6.100956 0.0000000 0.0000006 ENSG00000261039.1 RP11-417E7.2 FC_P RP11.417E7.2 2.247554 0.0000000
8.306776e+01 -2.247382 0.4711635 -4.832835 0.0000013 0.0001041 ENSG00000183607.5 GKN2 FC_P GKN2 -2.247382 0.0000013
1.024752e+04 2.239805 0.3454676 6.448853 0.0000000 0.0000001 ENSG00000111799.16 COL12A1 FC_P COL12A1 2.239805 0.0000000
1.480568e+01 2.228556 0.4581424 4.799246 0.0000016 0.0001179 ENSG00000205212.3 CCDC144NL FC_P CCDC144NL 2.228556 0.0000016
2.063997e+01 2.222814 0.3802513 5.778862 0.0000000 0.0000024 ENSG00000223485.1 RP11-417E7.1 FC_P RP11.417E7.1 2.222814 0.0000000
2.106505e+03 -2.220860 0.3636988 -6.085214 0.0000000 0.0000007 ENSG00000153446.11 C16orf89 FC_P C16orf89 -2.220860 0.0000000
7.686817e+00 2.217684 0.4311008 4.783421 0.0000017 0.0001251 ENSG00000224173.1 AC007422.1 FC_P AC007422.1 2.217684 0.0000017
1.677209e+02 2.216544 0.3592180 6.179232 0.0000000 0.0000005 ENSG00000196460.8 RFX8 FC_P RFX8 2.216544 0.0000000
1.950384e+00 2.207120 0.4855367 4.504662 0.0000066 0.0003276 ENSG00000225811.1 RP11-547I7.1 FC_P RP11.547I7.1 2.207120 0.0000066
7.987036e+01 -2.197739 0.4633436 -4.647219 0.0000034 0.0002040 ENSG00000254872.2 RP13-870H17.3 FC_P RP13.870H17.3 -2.197739 0.0000034
1.033591e+01 2.195211 0.4678897 5.126861 0.0000003 0.0000336 ENSG00000136535.10 TBR1 FC_P TBR1 2.195211 0.0000003
1.521901e+01 -2.194363 0.4697889 -4.725241 0.0000023 0.0001526 ENSG00000160339.11 FCN2 FC_P FCN2 -2.194363 0.0000023
2.225191e+01 2.189923 0.4217611 5.367369 0.0000001 0.0000132 ENSG00000249378.1 LINC01060 FC_P LINC01060 2.189923 0.0000001
4.054495e+03 -2.189554 0.4412982 -4.951077 0.0000007 0.0000667 ENSG00000187134.8 AKR1C1 FC_P AKR1C1 -2.189554 0.0000007
1.316624e+01 2.188548 0.3749933 5.865388 0.0000000 0.0000017 ENSG00000147145.8 LPAR4 FC_P LPAR4 2.188548 0.0000000
3.394053e+02 2.181681 0.3723500 5.807798 0.0000000 0.0000022 ENSG00000152377.8 SPOCK1 FC_P SPOCK1 2.181681 0.0000000
3.458778e+01 -2.180275 0.4611739 -4.565480 0.0000050 0.0002700 ENSG00000236242.1 MYO16-AS1 FC_P MYO16.AS1 -2.180275 0.0000050
2.094386e+01 2.178625 0.4880944 5.308163 0.0000001 0.0000168 ENSG00000154162.9 CDH12 FC_P CDH12 2.178625 0.0000001
2.506915e+00 2.175533 0.4545993 4.602971 0.0000042 0.0002387 ENSG00000267057.1 RP11-456O19.2 FC_P RP11.456O19.2 2.175533 0.0000042
1.061834e+01 2.162642 0.4073773 5.292260 0.0000001 0.0000176 ENSG00000236857.3 RP11-503K16.2 FC_P RP11.503K16.2 2.162642 0.0000001
7.353497e+00 2.159691 0.3608171 5.912765 0.0000000 0.0000013 ENSG00000251756.1 RNA5SP385 FC_P RNA5SP385 2.159691 0.0000000
2.814973e+03 -2.155948 0.3420383 -6.357094 0.0000000 0.0000002 ENSG00000162551.9 ALPL FC_P ALPL -2.155948 0.0000000
4.357097e+02 -2.155729 0.4336485 -4.998878 0.0000006 0.0000562 ENSG00000130234.6 ACE2 FC_P ACE2 -2.155729 0.0000006
4.123281e+01 2.153215 0.4136499 5.181757 0.0000002 0.0000268 ENSG00000187546.9 AGMO FC_P AGMO 2.153215 0.0000002
1.692727e+01 2.146463 0.4369202 4.849280 0.0000012 0.0000991 ENSG00000140557.7 ST8SIA2 FC_P ST8SIA2 2.146463 0.0000012
3.381668e+00 2.138464 0.4661688 4.400423 0.0000108 0.0004696 ENSG00000270058.1 RP11-514D23.3 FC_P RP11.514D23.3 2.138464 0.0000108
2.149554e+02 -2.138047 0.3505118 -6.165692 0.0000000 0.0000005 ENSG00000166823.5 MESP1 FC_P MESP1 -2.138047 0.0000000
1.951839e+02 -2.133977 0.4592704 -4.563709 0.0000050 0.0002711 ENSG00000134216.14 CHIA FC_P CHIA -2.133977 0.0000050
1.678809e+01 2.130520 0.3917952 5.399256 0.0000001 0.0000116 ENSG00000229720.1 RP3-495K2.2 FC_P RP3.495K2.2 2.130520 0.0000001
1.760878e+02 2.123271 0.3204636 6.633649 0.0000000 0.0000001 ENSG00000271811.1 RP1-79C4.4 FC_P RP1.79C4.4 2.123271 0.0000000
1.290192e+02 2.122422 0.4096057 5.248492 0.0000002 0.0000205 ENSG00000155886.7 SLC24A2 FC_P SLC24A2 2.122422 0.0000002
3.945995e+04 -2.120268 0.5010524 -4.298868 0.0000172 0.0006547 ENSG00000161055.3 SCGB3A1 FC_P SCGB3A1 -2.120268 0.0000172
2.079858e+03 2.119308 0.4396303 4.790849 0.0000017 0.0001220 ENSG00000166923.6 GREM1 FC_P GREM1 2.119308 0.0000017
2.453865e+02 2.116091 0.2163756 9.765045 0.0000000 0.0000000 ENSG00000235531.5 RP11-383H13.1 FC_P RP11.383H13.1 2.116091 0.0000000
1.787521e+02 2.112770 0.3316345 6.295440 0.0000000 0.0000003 ENSG00000261425.1 RP11-709B3.2 FC_P RP11.709B3.2 2.112770 0.0000000
1.298746e+02 -2.112450 0.4236110 -4.955374 0.0000007 0.0000660 ENSG00000149435.8 GGTLC1 FC_P GGTLC1 -2.112450 0.0000007
3.168742e+02 2.109450 0.4726325 4.433305 0.0000093 0.0004194 ENSG00000270597.1 IGHV3-48 FC_P IGHV3.48 2.109450 0.0000093
5.749615e+01 2.101717 0.3860959 5.529237 0.0000000 0.0000066 ENSG00000204866.4 IGFL2 FC_P IGFL2 2.101717 0.0000000
2.120834e+00 2.097159 0.4887251 4.276831 0.0000190 0.0007051 ENSG00000238202.1 AC002465.2 FC_P AC002465.2 2.097159 0.0000190
1.734527e+01 2.096525 0.3371800 6.211210 0.0000000 0.0000004 ENSG00000241942.2 RPS20P20 FC_P RPS20P20 2.096525 0.0000000
4.743236e+01 2.094334 0.3469510 6.010647 0.0000000 0.0000009 ENSG00000255311.1 RP11-160H12.2 FC_P RP11.160H12.2 2.094334 0.0000000
3.047785e+00 2.093679 0.4848868 4.281024 0.0000186 0.0006960 ENSG00000234519.1 RP3-495K2.1 FC_P RP3.495K2.1 2.093679 0.0000186
8.409952e+00 2.092551 0.4957340 4.299200 0.0000171 0.0006547 ENSG00000268580.1 RP11-514A9.1 FC_P RP11.514A9.1 2.092551 0.0000171
3.194752e+00 2.090153 0.4206772 4.804394 0.0000016 0.0001158 ENSG00000264838.1 AP003305.1 FC_P AP003305.1 2.090153 0.0000016
2.133358e+00 2.077162 0.5015148 4.175187 0.0000298 0.0009775 ENSG00000224932.1 AC107399.2 FC_P AC107399.2 2.077162 0.0000298
1.544109e+02 2.073299 0.3999376 5.000625 0.0000006 0.0000560 ENSG00000139292.8 LGR5 FC_P LGR5 2.073299 0.0000006
1.882769e+02 -2.072491 0.4451086 -4.557522 0.0000052 0.0002765 ENSG00000116183.6 PAPPA2 FC_P PAPPA2 -2.072491 0.0000052
3.121130e+01 2.071562 0.3868603 5.326675 0.0000001 0.0000155 ENSG00000235784.2 HNRNPA1P29 FC_P HNRNPA1P29 2.071562 0.0000001
1.631935e+04 -2.061623 0.3418241 -6.022795 0.0000000 0.0000008 ENSG00000131400.3 NAPSA FC_P NAPSA -2.061623 0.0000000
1.106924e+01 2.058248 0.3976349 5.138573 0.0000003 0.0000320 ENSG00000260832.1 CTD-3253I12.1 FC_P CTD.3253I12.1 2.058248 0.0000003
1.133117e+03 -2.057015 0.3984525 -5.112513 0.0000003 0.0000357 ENSG00000144331.14 ZNF385B FC_P ZNF385B -2.057015 0.0000003
2.012311e+01 2.055935 0.3252615 6.321256 0.0000000 0.0000002 ENSG00000257467.1 RP11-121G22.3 FC_P RP11.121G22.3 2.055935 0.0000000
1.565484e+02 2.055794 0.4392295 5.153993 0.0000003 0.0000302 ENSG00000248810.1 RP11-362F19.1 FC_P RP11.362F19.1 2.055794 0.0000003
6.330544e+00 -2.046799 0.4761282 -4.188854 0.0000280 0.0009362 ENSG00000199687.1 RNU1-38P FC_P RNU1.38P -2.046799 0.0000280
7.981835e+02 2.038297 0.4031244 5.037420 0.0000005 0.0000484 ENSG00000172061.7 LRRC15 FC_P LRRC15 2.038297 0.0000005
3.140975e+01 2.037127 0.4477999 5.160263 0.0000002 0.0000295 ENSG00000176177.9 ENTHD1 FC_P ENTHD1 2.037127 0.0000002
2.513557e+00 2.036646 0.4809516 4.027302 0.0000564 0.0015340 ENSG00000252960.1 RN7SKP258 FC_P RN7SKP258 2.036646 0.0000564
7.631467e+00 2.035883 0.3977353 5.080448 0.0000004 0.0000402 ENSG00000248730.1 EGFLAM-AS4 FC_P EGFLAM.AS4 2.035883 0.0000004
4.235775e+02 -2.033415 0.4684187 -4.707338 0.0000025 0.0001624 ENSG00000162006.5 MSLNL FC_P MSLNL -2.033415 0.0000025
6.203193e+00 2.030889 0.4518481 4.620106 0.0000038 0.0002232 ENSG00000227972.1 PRKRIRP3 FC_P PRKRIRP3 2.030889 0.0000038
1.022620e+02 2.026062 0.3760071 5.367675 0.0000001 0.0000132 ENSG00000140873.11 ADAMTS18 FC_P ADAMTS18 2.026062 0.0000001
6.985192e+02 2.024818 0.3452157 5.923695 0.0000000 0.0000013 ENSG00000140285.5 FGF7 FC_P FGF7 2.024818 0.0000000
1.454041e+02 2.021982 0.3815566 5.706063 0.0000000 0.0000033 ENSG00000198796.6 ALPK2 FC_P ALPK2 2.021982 0.0000000
1.938031e+01 2.021395 0.4450648 4.286507 0.0000182 0.0006825 ENSG00000172020.8 GAP43 FC_P GAP43 2.021395 0.0000182
5.578032e+01 2.018014 0.3153955 6.538233 0.0000000 0.0000001 ENSG00000254141.1 RP11-642D21.1 FC_P RP11.642D21.1 2.018014 0.0000000
2.006632e+01 -2.016221 0.4658165 -4.373705 0.0000122 0.0005100 ENSG00000238129.1 RP3-410C9.2 FC_P RP3.410C9.2 -2.016221 0.0000122
4.110036e+01 2.014728 0.4126117 4.846195 0.0000013 0.0000996 ENSG00000264424.1 MYH4 FC_P MYH4 2.014728 0.0000013
4.796366e+02 2.013829 0.4464127 4.634523 0.0000036 0.0002132 ENSG00000197301.3 RP11-366L20.2 FC_P RP11.366L20.2 2.013829 0.0000036
1.160020e+01 2.013720 0.3852257 5.123695 0.0000003 0.0000339 ENSG00000257835.1 RP1-97G4.1 FC_P RP1.97G4.1 2.013720 0.0000003
4.919609e+01 2.009160 0.3497751 5.722716 0.0000000 0.0000031 ENSG00000250979.1 RP11-656G20.1 FC_P RP11.656G20.1 2.009160 0.0000000
5.642299e+00 2.007967 0.4351011 4.496229 0.0000069 0.0003373 ENSG00000249002.2 RP11-358D17.1 FC_P RP11.358D17.1 2.007967 0.0000069
3.561952e+02 -2.006176 0.3904788 -5.273065 0.0000001 0.0000189 ENSG00000137709.5 POU2F3 FC_P POU2F3 -2.006176 0.0000001
1.455849e+01 2.004521 0.3538434 5.553408 0.0000000 0.0000060 ENSG00000267976.1 AP000695.1 FC_P AP000695.1 2.004521 0.0000000
4.460057e+00 2.003158 0.4253608 4.628817 0.0000037 0.0002174 ENSG00000219149.4 RP11-214N16.2 FC_P RP11.214N16.2 2.003158 0.0000037
1.578828e+02 -2.001891 0.4731295 -4.262294 0.0000202 0.0007374 ENSG00000214856.7 KRT16P1 FC_P KRT16P1 -2.001891 0.0000202
3.189104e+01 -1.999823 0.4563880 -4.398698 0.0000109 0.0004718 ENSG00000256969.1 RP11-320N7.2 FC_P RP11.320N7.2 -1.999823 0.0000109
1.047687e+01 1.998082 0.3967055 4.939518 0.0000008 0.0000693 ENSG00000206129.3 CTD-2008L17.2 FC_P CTD.2008L17.2 1.998082 0.0000008
1.565883e+01 1.997523 0.4282409 4.687335 0.0000028 0.0001752 ENSG00000269729.1 AC006262.4 FC_P AC006262.4 1.997523 0.0000028
2.129264e+00 -1.994031 0.4919320 -4.045253 0.0000523 0.0014547 ENSG00000237736.1 U82670.4 FC_P U82670.4 -1.994031 0.0000523
2.699970e+01 1.992843 0.3715440 5.392477 0.0000001 0.0000119 ENSG00000125414.14 MYH2 FC_P MYH2 1.992843 0.0000001
1.728521e+01 1.990319 0.4469574 4.372215 0.0000123 0.0005124 ENSG00000259518.1 RP11-597K23.2 FC_P RP11.597K23.2 1.990319 0.0000123
1.248054e+01 1.990218 0.4002871 5.093220 0.0000004 0.0000386 ENSG00000239119.1 RNU7-119P FC_P RNU7.119P 1.990218 0.0000004
2.235047e+02 -1.985942 0.3210853 -6.124276 0.0000000 0.0000006 ENSG00000186493.7 C5orf38 FC_P C5orf38 -1.985942 0.0000000
1.052814e+01 1.984119 0.4531889 4.428345 0.0000095 0.0004276 ENSG00000232821.1 AC003986.6 FC_P AC003986.6 1.984119 0.0000095
8.144177e+00 1.983548 0.4105649 4.789345 0.0000017 0.0001222 ENSG00000205221.8 VIT FC_P VIT 1.983548 0.0000017
1.996954e+01 1.982978 0.3950730 4.954547 0.0000007 0.0000662 ENSG00000135312.4 HTR1B FC_P HTR1B 1.982978 0.0000007
5.086739e+03 -1.981489 0.4587420 -4.560211 0.0000051 0.0002737 ENSG00000102854.10 MSLN FC_P MSLN -1.981489 0.0000051
3.596240e+00 1.981137 0.4940496 3.688318 0.0002257 0.0040381 ENSG00000235690.2 CUBNP3 FC_P CUBNP3 1.981137 0.0002257
1.118685e+01 1.980457 0.5028325 4.403912 0.0000106 0.0004636 ENSG00000251129.1 RP11-734I18.1 FC_P RP11.734I18.1 1.980457 0.0000106
7.844710e+00 1.979272 0.4517187 4.342473 0.0000141 0.0005666 ENSG00000257228.1 RP11-413B19.2 FC_P RP11.413B19.2 1.979272 0.0000141
6.066636e+02 1.973520 0.4459381 4.728077 0.0000023 0.0001516 ENSG00000007908.11 SELE FC_P SELE 1.973520 0.0000023
1.396606e+01 -1.972928 0.4317993 -4.529418 0.0000059 0.0003033 ENSG00000235836.1 AC124944.4 FC_P AC124944.4 -1.972928 0.0000059
4.907888e+00 1.972376 0.4093144 4.742580 0.0000021 0.0001449 ENSG00000261103.1 RP11-298D21.3 FC_P RP11.298D21.3 1.972376 0.0000021
2.698864e+03 1.972181 0.4718008 4.305312 0.0000167 0.0006385 ENSG00000060718.14 COL11A1 FC_P COL11A1 1.972181 0.0000167
4.447818e+02 -1.967668 0.4916436 -3.887694 0.0001012 0.0023231 ENSG00000223414.2 LINC00473 FC_P LINC00473 -1.967668 0.0001012
6.218876e+00 -1.967194 0.3986477 -4.823443 0.0000014 0.0001085 ENSG00000236887.1 RP11-389O22.5 FC_P RP11.389O22.5 -1.967194 0.0000014
2.971088e+00 1.966319 0.4863656 3.805729 0.0001414 0.0029234 ENSG00000231324.1 AP000696.2 FC_P AP000696.2 1.966319 0.0001414
1.768157e+01 1.965745 0.4315610 4.845775 0.0000013 0.0000996 ENSG00000264660.1 RP11-381P6.1 FC_P RP11.381P6.1 1.965745 0.0000013
6.558839e+01 -1.961485 0.4514084 -4.362646 0.0000128 0.0005275 ENSG00000233067.2 RP11-40F8.2 FC_P RP11.40F8.2 -1.961485 0.0000128
3.001469e+00 1.959067 0.4692267 4.205708 0.0000260 0.0008824 ENSG00000253746.1 RP11-527N22.2 FC_P RP11.527N22.2 1.959067 0.0000260
3.493446e+00 1.957117 0.4328621 4.403756 0.0000106 0.0004636 ENSG00000248698.1 LINC01085 FC_P LINC01085 1.957117 0.0000106
5.409571e+03 -1.956457 0.3795720 -5.157066 0.0000003 0.0000298 ENSG00000182795.12 C1orf116 FC_P C1orf116 -1.956457 0.0000003
1.249314e+02 -1.956181 0.4454745 -3.675773 0.0002371 0.0041939 ENSG00000147573.12 TRIM55 FC_P TRIM55 -1.956181 0.0002371
1.018293e+01 1.954408 0.4715544 3.992185 0.0000655 0.0017047 ENSG00000152910.14 CNTNAP4 FC_P CNTNAP4 1.954408 0.0000655
2.705269e+00 1.949760 0.4897405 3.900123 0.0000961 0.0022398 ENSG00000260701.1 RP11-449J10.1 FC_P RP11.449J10.1 1.949760 0.0000961
7.808433e+00 1.947559 0.4231996 4.582713 0.0000046 0.0002557 ENSG00000261568.1 RP11-524C21.2 FC_P RP11.524C21.2 1.947559 0.0000046
7.814688e+00 1.945145 0.3853301 5.015468 0.0000005 0.0000525 ENSG00000229854.1 RP11-524G24.2 FC_P RP11.524G24.2 1.945145 0.0000005
7.076130e+00 1.944360 0.4473287 4.454981 0.0000084 0.0003904 ENSG00000064218.4 DMRT3 FC_P DMRT3 1.944360 0.0000084
8.698383e+00 1.944283 0.4368485 4.634776 0.0000036 0.0002132 ENSG00000138675.12 FGF5 FC_P FGF5 1.944283 0.0000036
2.513474e+01 1.942902 0.4418872 4.580138 0.0000046 0.0002573 ENSG00000004846.12 ABCB5 FC_P ABCB5 1.942902 0.0000046
1.468510e+01 -1.941784 0.4206685 -4.607130 0.0000041 0.0002351 ENSG00000242640.1 RP11-302F12.1 FC_P RP11.302F12.1 -1.941784 0.0000041
3.929205e+02 -1.941293 0.3599581 -5.425558 0.0000001 0.0000103 ENSG00000025423.7 HSD17B6 FC_P HSD17B6 -1.941293 0.0000001
3.131499e+00 1.937358 0.4972667 3.946599 0.0000793 0.0019626 ENSG00000141668.5 CBLN2 FC_P CBLN2 1.937358 0.0000793
1.463588e+02 1.937311 0.3849379 4.971849 0.0000007 0.0000622 ENSG00000169213.6 RAB3B FC_P RAB3B 1.937311 0.0000007
5.737157e+01 1.936138 0.2712039 7.153594 0.0000000 0.0000000 ENSG00000253811.1 CTD-2363C16.1 FC_P CTD.2363C16.1 1.936138 0.0000000
2.407985e+01 1.935471 0.4831363 3.978951 0.0000692 0.0017730 ENSG00000267013.1 CTD-2171N6.1 FC_P CTD.2171N6.1 1.935471 0.0000692
4.436683e+01 -1.935420 0.4814556 -4.042322 0.0000529 0.0014675 ENSG00000184735.5 DDX53 FC_P DDX53 -1.935420 0.0000529
2.809458e+00 1.934997 0.4470258 4.243879 0.0000220 0.0007808 ENSG00000201623.1 RNU6-923P FC_P RNU6.923P 1.934997 0.0000220
1.070049e+02 1.933455 0.3862478 4.991336 0.0000006 0.0000577 ENSG00000230838.1 AC093850.2 FC_P AC093850.2 1.933455 0.0000006
4.270714e+00 1.933268 0.4251884 4.502025 0.0000067 0.0003300 ENSG00000234323.1 RP11-308N19.1 FC_P RP11.308N19.1 1.933268 0.0000067
8.320001e+00 -1.932171 0.4443281 -4.355509 0.0000133 0.0005402 ENSG00000206043.6 C18orf63 FC_P C18orf63 -1.932171 0.0000133
5.109351e+02 1.931337 0.2875923 6.795427 0.0000000 0.0000000 ENSG00000075213.6 SEMA3A FC_P SEMA3A 1.931337 0.0000000
4.326193e+02 -1.930694 0.4451816 -4.322519 0.0000154 0.0006017 ENSG00000165186.9 PTCHD1 FC_P PTCHD1 -1.930694 0.0000154
2.240881e+00 1.929764 0.4757118 4.055313 0.0000501 0.0014081 ENSG00000228595.1 PAICSP2 FC_P PAICSP2 1.929764 0.0000501
3.316247e+00 1.926551 0.4865204 4.036202 0.0000543 0.0014975 ENSG00000250563.1 KNOP1P5 FC_P KNOP1P5 1.926551 0.0000543
1.782811e+02 -1.926171 0.4756416 -4.146424 0.0000338 0.0010698 ENSG00000004848.6 ARX FC_P ARX -1.926171 0.0000338
2.761094e+03 -1.922097 0.3656279 -5.259918 0.0000001 0.0000198 ENSG00000108551.4 RASD1 FC_P RASD1 -1.922097 0.0000001
1.377451e+02 -1.921644 0.4366592 -4.383700 0.0000117 0.0004980 ENSG00000174473.11 GALNTL6 FC_P GALNTL6 -1.921644 0.0000117
3.859033e+00 1.921099 0.4943122 4.165855 0.0000310 0.0010046 ENSG00000233569.1 RP11-500B12.1 FC_P RP11.500B12.1 1.921099 0.0000310
7.266267e+01 1.918977 0.4379873 4.820666 0.0000014 0.0001095 ENSG00000124875.5 CXCL6 FC_P CXCL6 1.918977 0.0000014
1.329358e+02 1.918573 0.4432469 4.415817 0.0000101 0.0004441 ENSG00000211658.2 IGLV3-27 FC_P IGLV3.27 1.918573 0.0000101
1.416023e+02 1.917588 0.3531442 5.871664 0.0000000 0.0000016 ENSG00000249835.2 VCAN-AS1 FC_P VCAN.AS1 1.917588 0.0000000
3.462151e+00 -1.915013 0.4676970 -4.177873 0.0000294 0.0009705 ENSG00000237964.3 AC068042.1 FC_P AC068042.1 -1.915013 0.0000294
3.500752e+04 -1.912986 0.3227477 -5.932067 0.0000000 0.0000012 ENSG00000157765.7 SLC34A2 FC_P SLC34A2 -1.912986 0.0000000
2.229606e+01 -1.911371 0.5031622 -5.794394 0.0000000 0.0000023 ENSG00000150201.10 FXYD4 FC_P FXYD4 -1.911371 0.0000000
6.530839e+00 1.910733 0.4581066 4.200094 0.0000267 0.0009014 ENSG00000251443.1 RP11-113I22.1 FC_P RP11.113I22.1 1.910733 0.0000267
2.607596e+00 1.907201 0.5038218 3.918417 0.0000891 0.0021329 ENSG00000218351.2 RPS3AP23 FC_P RPS3AP23 1.907201 0.0000891
3.513745e+00 1.903397 0.4996928 3.710384 0.0002069 0.0037902 ENSG00000228358.1 AC113617.1 FC_P AC113617.1 1.903397 0.0002069
2.639775e+00 1.903258 0.4983598 4.179773 0.0000292 0.0009667 ENSG00000229847.4 EMX2OS FC_P EMX2OS 1.903258 0.0000292
3.575969e+02 -1.902834 0.4493509 -4.220145 0.0000244 0.0008406 ENSG00000188089.9 PLA2G4E FC_P PLA2G4E -1.902834 0.0000244
2.743970e+02 1.902335 0.3171507 5.999995 0.0000000 0.0000009 ENSG00000019549.4 SNAI2 FC_P SNAI2 1.902335 0.0000000
3.850121e+00 1.899117 0.4194202 4.477174 0.0000076 0.0003622 ENSG00000259744.1 RP11-138H8.6 FC_P RP11.138H8.6 1.899117 0.0000076
3.279456e+01 -1.896633 0.3783587 -4.976156 0.0000006 0.0000613 ENSG00000240541.2 TM4SF1-AS1 FC_P TM4SF1.AS1 -1.896633 0.0000006
4.040697e+02 1.896492 0.2934100 6.552604 0.0000000 0.0000001 ENSG00000198523.5 PLN FC_P PLN 1.896492 0.0000000
7.678369e+00 1.890602 0.5036865 3.783855 0.0001544 0.0031109 ENSG00000113430.5 IRX4 FC_P IRX4 1.890602 0.0001544
1.888745e+01 1.888862 0.3639993 5.368782 0.0000001 0.0000132 ENSG00000273264.1 RP11-131L23.2 FC_P RP11.131L23.2 1.888862 0.0000001
1.531601e+01 1.887265 0.4119438 4.588180 0.0000045 0.0002524 ENSG00000225879.1 RP3-495K2.3 FC_P RP3.495K2.3 1.887265 0.0000045
4.538285e+02 -1.886985 0.3256959 -5.711626 0.0000000 0.0000032 ENSG00000214456.4 PLIN5 FC_P PLIN5 -1.886985 0.0000000
6.891955e+01 -1.886956 0.4418257 -4.295646 0.0000174 0.0006624 ENSG00000259541.1 RP11-778O17.4 FC_P RP11.778O17.4 -1.886956 0.0000174
4.470125e+01 -1.886729 0.3369256 -5.627334 0.0000000 0.0000044 ENSG00000260637.1 RP11-46C24.5 FC_P RP11.46C24.5 -1.886729 0.0000000
1.028215e+02 1.886690 0.3860519 5.355262 0.0000001 0.0000137 ENSG00000197614.6 MFAP5 FC_P MFAP5 1.886690 0.0000001
3.838742e+00 1.885543 0.4494835 4.167049 0.0000309 0.0010028 ENSG00000251399.1 RP11-234K19.1 FC_P RP11.234K19.1 1.885543 0.0000309
2.090004e+00 1.881998 0.4658007 3.831528 0.0001273 0.0027161 ENSG00000188269.4 OR7A5 FC_P OR7A5 1.881998 0.0001273
1.412913e+03 1.881522 0.3320227 5.684098 0.0000000 0.0000035 ENSG00000272761.1 RP11-572C15.6 FC_P RP11.572C15.6 1.881522 0.0000000
2.925340e+01 1.876569 0.2886119 6.483946 0.0000000 0.0000001 ENSG00000233821.1 ENOX1-AS1 FC_P ENOX1.AS1 1.876569 0.0000000
1.196219e+01 1.874210 0.4037510 4.574067 0.0000048 0.0002618 ENSG00000249605.1 CTC-218H9.1 FC_P CTC.218H9.1 1.874210 0.0000048
8.435522e+02 1.873890 0.4098625 4.426349 0.0000096 0.0004306 ENSG00000196611.4 MMP1 FC_P MMP1 1.873890 0.0000096
4.952131e+01 1.873332 0.3886437 4.885633 0.0000010 0.0000857 ENSG00000138650.7 PCDH10 FC_P PCDH10 1.873332 0.0000010
7.655277e+00 1.868010 0.4237700 4.382790 0.0000117 0.0004994 ENSG00000250433.1 CLSTN2-AS1 FC_P CLSTN2.AS1 1.868010 0.0000117
2.068964e+00 1.867822 0.4684975 3.891090 0.0000998 0.0022984 ENSG00000265317.1 AC103740.1 FC_P AC103740.1 1.867822 0.0000998
1.325839e+01 1.867179 0.3344891 5.552913 0.0000000 0.0000060 ENSG00000259432.1 RP11-37C7.2 FC_P RP11.37C7.2 1.867179 0.0000000
6.008914e+00 1.866589 0.4724644 4.461921 0.0000081 0.0003812 ENSG00000262745.1 CTD-2377D24.8 FC_P CTD.2377D24.8 1.866589 0.0000081
6.255828e+00 1.865339 0.4664870 3.715951 0.0002024 0.0037332 ENSG00000224547.1 AC023669.2 FC_P AC023669.2 1.865339 0.0002024
9.559614e+00 1.863349 0.4143254 4.617952 0.0000039 0.0002245 ENSG00000259285.1 CTD-2330J20.2 FC_P CTD.2330J20.2 1.863349 0.0000039
1.651715e+03 1.863270 0.2937023 6.332105 0.0000000 0.0000002 ENSG00000162692.6 VCAM1 FC_P VCAM1 1.863270 0.0000000
1.442268e+01 1.861331 0.5032624 3.919997 0.0000885 0.0021221 ENSG00000081138.9 CDH7 FC_P CDH7 1.861331 0.0000885
1.444545e+03 -1.858711 0.3347588 -5.424129 0.0000001 0.0000103 ENSG00000159228.8 CBR1 FC_P CBR1 -1.858711 0.0000001
1.108393e+03 -1.858169 0.3212696 -5.814715 0.0000000 0.0000021 ENSG00000170561.8 IRX2 FC_P IRX2 -1.858169 0.0000000
5.112319e+00 1.856368 0.4562803 3.913967 0.0000908 0.0021558 ENSG00000231098.1 AC008154.4 FC_P AC008154.4 1.856368 0.0000908
1.415880e+01 -1.855826 0.3887564 -4.640612 0.0000035 0.0002090 ENSG00000259757.1 RP11-129I19.2 FC_P RP11.129I19.2 -1.855826 0.0000035
3.794768e+00 1.854618 0.4995086 3.639918 0.0002727 0.0046276 ENSG00000227877.2 LINC00948 FC_P LINC00948 1.854618 0.0002727
3.963479e+00 1.850253 0.3791200 4.743785 0.0000021 0.0001445 ENSG00000259831.1 LINC00567 FC_P LINC00567 1.850253 0.0000021
2.015122e+01 1.849703 0.4836280 3.853250 0.0001166 0.0025570 ENSG00000265579.1 RP11-713C5.1 FC_P RP11.713C5.1 1.849703 0.0001166
1.755826e+03 1.849416 0.3577140 5.103877 0.0000003 0.0000367 ENSG00000137809.12 ITGA11 FC_P ITGA11 1.849416 0.0000003
1.940897e+03 1.849253 0.4307184 4.373599 0.0000122 0.0005100 ENSG00000099953.5 MMP11 FC_P MMP11 1.849253 0.0000122
9.029697e+00 1.847624 0.3850832 4.777521 0.0000018 0.0001273 ENSG00000265711.1 AL049871.1 FC_P AL049871.1 1.847624 0.0000018
1.504546e+01 -1.846350 0.4695844 -3.867184 0.0001101 0.0024701 ENSG00000248802.1 RP11-184M15.2 FC_P RP11.184M15.2 -1.846350 0.0001101
9.961949e+00 1.845684 0.4070325 4.478564 0.0000075 0.0003604 ENSG00000228539.1 RP11-526K17.2 FC_P RP11.526K17.2 1.845684 0.0000075
1.254532e+02 -1.843579 0.3873039 -4.936932 0.0000008 0.0000699 ENSG00000248738.2 RP11-87E22.2 FC_P RP11.87E22.2 -1.843579 0.0000008
1.110985e+01 1.843537 0.3706264 4.992242 0.0000006 0.0000575 ENSG00000216022.1 AC068062.1 FC_P AC068062.1 1.843537 0.0000006
3.891876e+02 -1.843498 0.3634675 -5.026368 0.0000005 0.0000501 ENSG00000188660.3 LINC00319 FC_P LINC00319 -1.843498 0.0000005
1.080262e+01 1.843322 0.3913214 4.801942 0.0000016 0.0001168 ENSG00000257859.1 RP11-266E14.1 FC_P RP11.266E14.1 1.843322 0.0000016
6.242904e+00 1.843059 0.4098198 4.473753 0.0000077 0.0003667 ENSG00000267712.1 RP11-456O19.4 FC_P RP11.456O19.4 1.843059 0.0000077
2.030972e+01 1.842741 0.3072919 6.016472 0.0000000 0.0000008 ENSG00000253317.1 RP11-142A23.1 FC_P RP11.142A23.1 1.842741 0.0000000
1.248205e+02 -1.840716 0.4360339 -4.505007 0.0000066 0.0003275 ENSG00000259104.2 PTCSC3 FC_P PTCSC3 -1.840716 0.0000066
3.929601e+02 1.838617 0.3115213 5.884032 0.0000000 0.0000015 ENSG00000218336.3 TENM3 FC_P TENM3 1.838617 0.0000000
3.568017e+00 1.837156 0.4912737 3.686863 0.0002270 0.0040574 ENSG00000260003.1 RP11-279O17.2 FC_P RP11.279O17.2 1.837156 0.0002270
1.045953e+04 1.836608 0.3624108 5.033116 0.0000005 0.0000490 ENSG00000186340.10 THBS2 FC_P THBS2 1.836608 0.0000005
4.969319e+00 1.836319 0.4716733 4.347364 0.0000138 0.0005571 ENSG00000235180.1 LINC00601 FC_P LINC00601 1.836319 0.0000138
9.989617e+00 1.834229 0.4823893 3.510318 0.0004476 0.0065153 ENSG00000006128.7 TAC1 FC_P TAC1 1.834229 0.0004476
8.021432e+02 1.832445 0.3029243 6.021063 0.0000000 0.0000008 ENSG00000104415.9 WISP1 FC_P WISP1 1.832445 0.0000000
4.611380e+00 1.830308 0.4660805 3.815746 0.0001358 0.0028447 ENSG00000248266.1 RP11-402C9.1 FC_P RP11.402C9.1 1.830308 0.0001358
1.311831e+01 1.827736 0.4668014 4.057162 0.0000497 0.0014012 ENSG00000242948.1 EPS15P1 FC_P EPS15P1 1.827736 0.0000497
1.979341e+00 1.826577 0.4991542 3.479834 0.0005017 0.0070683 ENSG00000252489.1 RNU6-197P FC_P RNU6.197P 1.826577 0.0005017
1.367560e+02 1.826244 0.3951933 4.583482 0.0000046 0.0002551 ENSG00000170558.4 CDH2 FC_P CDH2 1.826244 0.0000046
6.342260e+02 1.826214 0.4821043 3.933957 0.0000836 0.0020310 ENSG00000149948.9 HMGA2 FC_P HMGA2 1.826214 0.0000836
3.292903e+01 1.825393 0.3216652 5.695764 0.0000000 0.0000034 ENSG00000102468.6 HTR2A FC_P HTR2A 1.825393 0.0000000
2.835073e+03 -1.824282 0.4936856 -3.756707 0.0001722 0.0033300 ENSG00000108602.13 ALDH3A1 FC_P ALDH3A1 -1.824282 0.0001722
6.984923e+01 1.824197 0.3630195 4.946205 0.0000008 0.0000677 ENSG00000215208.3 KRT18P60 FC_P KRT18P60 1.824197 0.0000008
3.626481e+01 1.821166 0.3036472 6.080619 0.0000000 0.0000007 ENSG00000238541.1 snoU13 FC_P snoU13 1.821166 0.0000000
7.347680e+01 1.819621 0.3946379 4.617133 0.0000039 0.0002250 ENSG00000179603.13 GRM8 FC_P GRM8 1.819621 0.0000039
7.170568e+02 1.817951 0.3931770 4.583700 0.0000046 0.0002551 ENSG00000211448.7 DIO2 FC_P DIO2 1.817951 0.0000046
7.143719e+03 1.817894 0.3458244 5.209168 0.0000002 0.0000239 ENSG00000137573.9 SULF1 FC_P SULF1 1.817894 0.0000002
3.719542e+00 1.815942 0.4806489 3.637742 0.0002750 0.0046542 ENSG00000237125.4 HAND2-AS1 FC_P HAND2.AS1 1.815942 0.0002750
2.691385e+01 1.815781 0.3935111 4.679697 0.0000029 0.0001810 ENSG00000227658.1 AC005160.3 FC_P AC005160.3 1.815781 0.0000029
1.538917e+01 1.815694 0.2787295 6.467849 0.0000000 0.0000001 ENSG00000240964.2 RN7SL751P FC_P RN7SL751P 1.815694 0.0000000
2.160741e+01 1.812958 0.4613600 3.861029 0.0001129 0.0025107 ENSG00000259439.1 RP11-89K21.1 FC_P RP11.89K21.1 1.812958 0.0001129
4.571608e+01 1.812155 0.3378304 5.438269 0.0000001 0.0000097 ENSG00000253420.1 RP11-642D21.2 FC_P RP11.642D21.2 1.812155 0.0000001
1.647838e+05 -1.810318 0.4551536 -3.968671 0.0000723 0.0018325 ENSG00000168878.12 SFTPB FC_P SFTPB -1.810318 0.0000723
3.815895e+00 1.809861 0.4790291 4.423629 0.0000097 0.0004338 ENSG00000202142.1 SNORD114-18 FC_P SNORD114.18 1.809861 0.0000097
2.820257e+01 -1.808811 0.3300758 -5.523611 0.0000000 0.0000067 ENSG00000221142.1 AC104405.1 FC_P AC104405.1 -1.808811 0.0000000
9.943525e+00 1.808623 0.4360254 4.133527 0.0000357 0.0011184 ENSG00000266995.1 RP11-703I16.3 FC_P RP11.703I16.3 1.808623 0.0000357
3.264893e+02 1.807010 0.3082886 5.803652 0.0000000 0.0000022 ENSG00000158258.11 CLSTN2 FC_P CLSTN2 1.807010 0.0000000
5.942884e+01 1.806604 0.2966719 6.167175 0.0000000 0.0000005 ENSG00000267402.1 RP11-619L19.2 FC_P RP11.619L19.2 1.806604 0.0000000
2.003728e+00 1.804986 0.4886280 3.347581 0.0008152 0.0100688 ENSG00000232554.4 RSU1P2 FC_P RSU1P2 1.804986 0.0008152
8.350255e+00 1.801095 0.3864586 4.563933 0.0000050 0.0002711 ENSG00000270741.1 RP11-565F4.1 FC_P RP11.565F4.1 1.801095 0.0000050
9.662791e+00 1.800270 0.3566951 4.950366 0.0000007 0.0000668 ENSG00000224594.2 RPL29P19 FC_P RPL29P19 1.800270 0.0000007
9.935415e+01 -1.800008 0.3948549 -4.546206 0.0000055 0.0002863 ENSG00000220154.2 RP11-46B11.2 FC_P RP11.46B11.2 -1.800008 0.0000055
8.320257e+00 -1.799055 0.4089774 -4.406004 0.0000105 0.0004604 ENSG00000162399.6 BSND FC_P BSND -1.799055 0.0000105
2.657880e+00 1.797924 0.4552042 3.766389 0.0001656 0.0032425 ENSG00000249742.1 RP11-217E13.1 FC_P RP11.217E13.1 1.797924 0.0001656
2.482570e+02 1.797803 0.3170427 5.686363 0.0000000 0.0000035 ENSG00000153993.9 SEMA3D FC_P SEMA3D 1.797803 0.0000000
2.648497e+00 1.797634 0.4937480 3.339395 0.0008396 0.0102791 ENSG00000155918.3 RAET1L FC_P RAET1L 1.797634 0.0008396
1.570973e+00 1.797111 0.5020129 3.439213 0.0005834 0.0079395 ENSG00000241956.5 CTC-340A15.2 FC_P CTC.340A15.2 1.797111 0.0005834
2.754846e+00 1.797053 0.5012036 3.997905 0.0000639 0.0016773 ENSG00000270895.1 IGHG2 FC_P IGHG2 1.797053 0.0000639
1.919613e+03 1.794996 0.2959683 6.060462 0.0000000 0.0000007 ENSG00000116132.7 PRRX1 FC_P PRRX1 1.794996 0.0000000
5.681668e+00 1.793617 0.4616142 3.791081 0.0001500 0.0030453 ENSG00000162989.3 KCNJ3 FC_P KCNJ3 1.793617 0.0001500
5.567918e+01 -1.790499 0.3877571 -4.713708 0.0000024 0.0001591 ENSG00000217644.4 RP4-803A2.1 FC_P RP4.803A2.1 -1.790499 0.0000024
8.342677e+01 -1.788337 0.4014379 -4.570767 0.0000049 0.0002648 ENSG00000206557.5 TRIM71 FC_P TRIM71 -1.788337 0.0000049
1.084285e+01 -1.787589 0.5032887 -3.656325 0.0002559 0.0044232 ENSG00000237937.1 AP000770.1 FC_P AP000770.1 -1.787589 0.0002559
8.903716e+00 1.783274 0.3583748 4.873424 0.0000011 0.0000897 ENSG00000255342.1 RP11-762B21.5 FC_P RP11.762B21.5 1.783274 0.0000011
3.913139e+01 1.783072 0.3410618 5.224709 0.0000002 0.0000226 ENSG00000253932.1 RP11-10C8.2 FC_P RP11.10C8.2 1.783072 0.0000002
1.517124e+01 1.781751 0.4956366 4.091607 0.0000428 0.0012614 ENSG00000164651.12 SP8 FC_P SP8 1.781751 0.0000428
3.557186e+03 -1.781722 0.4067889 -4.373915 0.0000122 0.0005100 ENSG00000142973.8 CYP4B1 FC_P CYP4B1 -1.781722 0.0000122
2.161417e+03 -1.780842 0.4780996 -3.769554 0.0001635 0.0032134 ENSG00000021826.10 CPS1 FC_P CPS1 -1.780842 0.0001635
1.823556e+01 1.779761 0.4094366 4.440473 0.0000090 0.0004101 ENSG00000261327.3 RP11-863P13.3 FC_P RP11.863P13.3 1.779761 0.0000090
2.638314e+00 1.779180 0.4707500 3.683844 0.0002297 0.0040902 ENSG00000236332.1 AP001605.4 FC_P AP001605.4 1.779180 0.0002297
1.564496e+02 -1.778362 0.3313549 -5.366630 0.0000001 0.0000132 ENSG00000185924.6 RTN4RL1 FC_P RTN4RL1 -1.778362 0.0000001
5.696315e+01 1.777837 0.3825458 4.656142 0.0000032 0.0001970 ENSG00000268460.1 AC006262.6 FC_P AC006262.6 1.777837 0.0000032
5.524237e+00 1.777824 0.4109280 4.267790 0.0000197 0.0007263 ENSG00000250732.1 RPEP1 FC_P RPEP1 1.777824 0.0000197
9.312302e+01 1.776789 0.3454070 5.307232 0.0000001 0.0000168 ENSG00000248458.2 AL139147.1 FC_P AL139147.1 1.776789 0.0000001
3.353394e+00 1.776164 0.4406577 3.979888 0.0000689 0.0017696 ENSG00000250619.1 CTD-2215L10.1 FC_P CTD.2215L10.1 1.776164 0.0000689
7.352598e+00 1.775453 0.4488847 4.078764 0.0000453 0.0013085 ENSG00000267922.1 AC007193.6 FC_P AC007193.6 1.775453 0.0000453
8.608565e+01 1.773444 0.2926017 6.242816 0.0000000 0.0000003 ENSG00000231132.1 RP11-40C11.2 FC_P RP11.40C11.2 1.773444 0.0000000
2.147373e+00 1.772477 0.5014297 3.485362 0.0004915 0.0069841 ENSG00000227279.1 AC015933.2 FC_P AC015933.2 1.772477 0.0004915
1.779810e+00 1.771243 0.4923118 3.551635 0.0003828 0.0058257 ENSG00000251958.1 RNU6-1102P FC_P RNU6.1102P 1.771243 0.0003828
7.339703e+00 -1.770624 0.4305965 -4.097197 0.0000418 0.0012390 ENSG00000264644.1 KRT18P8 FC_P KRT18P8 -1.770624 0.0000418
3.721859e+03 -1.770593 0.2708463 -6.528394 0.0000000 0.0000001 ENSG00000008853.12 RHOBTB2 FC_P RHOBTB2 -1.770593 0.0000000
6.042123e+00 1.769831 0.4233215 3.354960 0.0007938 0.0098666 ENSG00000252633.1 RN7SKP282 FC_P RN7SKP282 1.769831 0.0007938
1.026744e+03 -1.765181 0.2955667 -5.949123 0.0000000 0.0000011 ENSG00000235109.3 ZSCAN31 FC_P ZSCAN31 -1.765181 0.0000000
5.238940e+00 1.763965 0.4707602 3.571155 0.0003554 0.0055154 ENSG00000258537.1 FRMD6-AS2 FC_P FRMD6.AS2 1.763965 0.0003554
7.657710e+01 1.763840 0.2914040 6.096226 0.0000000 0.0000007 ENSG00000235279.1 RP11-539E19.2 FC_P RP11.539E19.2 1.763840 0.0000000
2.818653e+00 1.762171 0.4285156 4.128857 0.0000365 0.0011347 ENSG00000249951.1 RP11-554D13.1 FC_P RP11.554D13.1 1.762171 0.0000365
1.627531e+03 -1.761945 0.3514317 -5.034449 0.0000005 0.0000490 ENSG00000146477.4 SLC22A3 FC_P SLC22A3 -1.761945 0.0000005
4.009880e+00 -1.761739 0.4553428 -3.848519 0.0001188 0.0025963 ENSG00000253542.3 SDR16C6P FC_P SDR16C6P -1.761739 0.0001188
1.344270e+02 1.761455 0.3330707 5.294090 0.0000001 0.0000175 ENSG00000226445.1 XXyac-YX65C7_A.2 FC_P XXyac.YX65C7_A.2 1.761455 0.0000001
1.969578e+01 1.761081 0.4396561 4.286089 0.0000182 0.0006831 ENSG00000224394.1 GPC6-AS2 FC_P GPC6.AS2 1.761081 0.0000182
6.815139e+00 1.759877 0.4007685 4.369362 0.0000125 0.0005156 ENSG00000233143.1 AC009492.1 FC_P AC009492.1 1.759877 0.0000125
1.077705e+03 -1.759081 0.3930597 -4.488050 0.0000072 0.0003465 ENSG00000196208.9 GREB1 FC_P GREB1 -1.759081 0.0000072
6.835484e+03 1.757915 0.3364630 5.200558 0.0000002 0.0000248 ENSG00000101825.7 MXRA5 FC_P MXRA5 1.757915 0.0000002
3.049834e+00 1.757563 0.4525499 3.798534 0.0001456 0.0029923 ENSG00000146857.3 STRA8 FC_P STRA8 1.757563 0.0001456
3.885605e+02 1.757208 0.3437352 5.090489 0.0000004 0.0000388 ENSG00000145536.11 ADAMTS16 FC_P ADAMTS16 1.757208 0.0000004
8.134605e+01 -1.755613 0.4147815 -4.298870 0.0000172 0.0006547 ENSG00000253417.1 RP11-109J4.1 FC_P RP11.109J4.1 -1.755613 0.0000172
3.249434e+00 1.755272 0.4398205 4.121194 0.0000377 0.0011626 ENSG00000112077.11 RHAG FC_P RHAG 1.755272 0.0000377
3.392295e+03 -1.751258 0.2708545 -6.462605 0.0000000 0.0000001 ENSG00000166347.14 CYB5A FC_P CYB5A -1.751258 0.0000000
3.238072e+00 1.750675 0.4846275 4.202700 0.0000264 0.0008926 ENSG00000255921.1 RP11-662I13.2 FC_P RP11.662I13.2 1.750675 0.0000264
2.244289e+01 1.749600 0.4917050 3.584423 0.0003378 0.0053376 ENSG00000270774.1 IGHV3-20 FC_P IGHV3.20 1.749600 0.0003378
3.077626e+03 -1.747302 0.3004827 -5.832048 0.0000000 0.0000020 ENSG00000189221.5 MAOA FC_P MAOA -1.747302 0.0000000
7.806226e+03 -1.745726 0.3752431 -4.673550 0.0000030 0.0001855 ENSG00000256612.3 CYP2B7P1 FC_P CYP2B7P1 -1.745726 0.0000030
3.128155e+01 -1.744089 0.4454221 -4.040855 0.0000533 0.0014724 ENSG00000165606.4 DRGX FC_P DRGX -1.744089 0.0000533
3.713868e+00 1.741460 0.4750713 3.820162 0.0001334 0.0028093 ENSG00000168505.6 GBX2 FC_P GBX2 1.741460 0.0001334
1.158710e+01 1.740338 0.4007991 4.311085 0.0000162 0.0006272 ENSG00000228680.1 AC004692.4 FC_P AC004692.4 1.740338 0.0000162
3.226922e+00 -1.739585 0.4892161 -3.588970 0.0003320 0.0052739 ENSG00000251448.1 RP11-71E19.2 FC_P RP11.71E19.2 -1.739585 0.0003320
5.065059e+00 1.737941 0.4413217 4.107580 0.0000400 0.0012075 ENSG00000201247.1 SNORD114-13 FC_P SNORD114.13 1.737941 0.0000400
1.309493e+02 1.737819 0.4403432 3.702355 0.0002136 0.0038783 ENSG00000211953.2 IGHV3-30 FC_P IGHV3.30 1.737819 0.0002136
1.722992e+01 1.737542 0.4183394 4.292878 0.0000176 0.0006672 ENSG00000260862.1 RP11-22H5.2 FC_P RP11.22H5.2 1.737542 0.0000176
4.594504e+00 1.737340 0.4028684 4.337499 0.0000144 0.0005728 ENSG00000252554.1 RNU6-861P FC_P RNU6.861P 1.737340 0.0000144
3.141878e+00 1.735202 0.5039400 3.584292 0.0003380 0.0053376 ENSG00000249645.1 RP11-552M14.1 FC_P RP11.552M14.1 1.735202 0.0003380
2.717341e+00 1.735070 0.4775226 3.479057 0.0005032 0.0070809 ENSG00000253163.1 RP11-443C10.1 FC_P RP11.443C10.1 1.735070 0.0005032
4.583071e+00 -1.734951 0.4946754 -3.532148 0.0004122 0.0061226 ENSG00000230455.2 BMS1P14 FC_P BMS1P14 -1.734951 0.0004122
6.674702e+00 1.734000 0.5009139 3.660725 0.0002515 0.0043660 ENSG00000005073.5 HOXA11 FC_P HOXA11 1.734000 0.0002515
2.227722e+01 1.727494 0.4946120 3.481107 0.0004993 0.0070480 ENSG00000083782.3 EPYC FC_P EPYC 1.727494 0.0004993
2.946642e+02 1.725061 0.3315463 5.274134 0.0000001 0.0000189 ENSG00000103742.7 IGDCC4 FC_P IGDCC4 1.725061 0.0000001
7.264950e+01 1.724894 0.2903943 5.986208 0.0000000 0.0000009 ENSG00000253456.1 CTD-2363C16.2 FC_P CTD.2363C16.2 1.724894 0.0000000
2.853363e+01 -1.723510 0.3914906 -4.374153 0.0000122 0.0005100 ENSG00000231445.1 TIMM8AP1 FC_P TIMM8AP1 -1.723510 0.0000122
7.054640e+02 1.723444 0.3890670 4.371213 0.0000124 0.0005139 ENSG00000121904.13 CSMD2 FC_P CSMD2 1.723444 0.0000124
1.124348e+01 1.723397 0.4289134 4.587694 0.0000045 0.0002526 ENSG00000201672.1 SNORD113-4 FC_P SNORD113.4 1.723397 0.0000045
2.846222e+00 1.723223 0.4608331 3.674477 0.0002383 0.0042133 ENSG00000241361.4 SLC25A24P1 FC_P SLC25A24P1 1.723223 0.0002383
6.664159e+00 1.721372 0.4141267 4.078008 0.0000454 0.0013108 ENSG00000254987.1 RP11-563P16.1 FC_P RP11.563P16.1 1.721372 0.0000454
1.120814e+01 1.721066 0.4861875 3.855173 0.0001156 0.0025504 ENSG00000156920.6 GPR112 FC_P GPR112 1.721066 0.0001156
5.696870e+00 1.720966 0.4684967 3.748275 0.0001781 0.0034228 ENSG00000260930.1 RP11-214L13.1 FC_P RP11.214L13.1 1.720966 0.0001781
8.977399e+00 1.717826 0.3905446 4.448666 0.0000086 0.0003991 ENSG00000253576.1 GS1-5L10.1 FC_P GS1.5L10.1 1.717826 0.0000086
1.799148e+02 -1.714262 0.4741490 -3.782287 0.0001554 0.0031111 ENSG00000111218.7 PRMT8 FC_P PRMT8 -1.714262 0.0001554
1.006191e+01 1.712776 0.4446907 4.671401 0.0000030 0.0001869 ENSG00000212384.1 SNORD113-2 FC_P SNORD113.2 1.712776 0.0000030
1.273362e+01 1.711156 0.4181515 4.757037 0.0000020 0.0001368 ENSG00000201700.2 SNORD113-3 FC_P SNORD113.3 1.711156 0.0000020
3.770407e+02 -1.710940 0.4835295 -3.815568 0.0001359 0.0028447 ENSG00000271438.1 IGHD FC_P IGHD -1.710940 0.0001359
3.045340e+00 1.710839 0.4887716 3.915376 0.0000903 0.0021510 ENSG00000167332.7 OR51E2 FC_P OR51E2 1.710839 0.0000903
2.591618e+00 1.710819 0.4222754 3.975875 0.0000701 0.0017887 ENSG00000230448.1 LINC00276 FC_P LINC00276 1.710819 0.0000701
1.986474e+01 -1.709945 0.4281417 -3.956063 0.0000762 0.0019096 ENSG00000229116.1 RP11-20J15.3 FC_P RP11.20J15.3 -1.709945 0.0000762
3.109717e+02 -1.706707 0.4054978 -3.942988 0.0000805 0.0019797 ENSG00000166183.11 ASPG FC_P ASPG -1.706707 0.0000805
1.576354e+01 -1.706622 0.4639239 -3.661835 0.0002504 0.0043552 ENSG00000261812.1 TUBB8P7 FC_P TUBB8P7 -1.706622 0.0002504
1.064261e+01 1.705288 0.4057903 4.199506 0.0000267 0.0009027 ENSG00000250334.1 LINC00989 FC_P LINC00989 1.705288 0.0000267
4.153042e+00 1.704267 0.4414941 3.815179 0.0001361 0.0028459 ENSG00000265488.1 AL359314.1 FC_P AL359314.1 1.704267 0.0001361
6.500905e+01 -1.702902 0.4330442 -3.961436 0.0000745 0.0018788 ENSG00000138308.5 PLA2G12B FC_P PLA2G12B -1.702902 0.0000745
8.755209e+00 1.699733 0.3792360 4.476941 0.0000076 0.0003622 ENSG00000257890.1 RP11-114F10.2 FC_P RP11.114F10.2 1.699733 0.0000076
1.677386e+02 1.698680 0.3132325 5.534466 0.0000000 0.0000064 ENSG00000123610.3 TNFAIP6 FC_P TNFAIP6 1.698680 0.0000000
7.233089e+00 1.698560 0.4535629 3.741394 0.0001830 0.0034929 ENSG00000122375.7 OPN4 FC_P OPN4 1.698560 0.0001830
3.686073e+01 1.697261 0.3507925 4.948227 0.0000007 0.0000672 ENSG00000231756.1 RP11-183I6.2 FC_P RP11.183I6.2 1.697261 0.0000007
1.288044e+01 1.696658 0.4315854 4.570784 0.0000049 0.0002648 ENSG00000251769.1 SNORD112 FC_P SNORD112 1.696658 0.0000049
1.214460e+01 1.696157 0.3942866 4.232965 0.0000231 0.0008059 ENSG00000221390.1 MIR1295A FC_P MIR1295A 1.696157 0.0000231
4.212392e+00 1.695746 0.4083831 4.045704 0.0000522 0.0014530 ENSG00000222374.1 AC022021.1 FC_P AC022021.1 1.695746 0.0000522
3.748422e+01 -1.692764 0.3817577 -4.528715 0.0000059 0.0003036 ENSG00000253142.1 RP11-87E22.1 FC_P RP11.87E22.1 -1.692764 0.0000059
7.331320e+00 1.691339 0.3609108 4.625328 0.0000037 0.0002194 ENSG00000260089.2 ADAM3B FC_P ADAM3B 1.691339 0.0000037
1.150643e+02 -1.690459 0.3564659 -4.725064 0.0000023 0.0001526 ENSG00000188883.4 KLRG2 FC_P KLRG2 -1.690459 0.0000023
9.490512e+00 1.688798 0.4098432 4.318531 0.0000157 0.0006095 ENSG00000250624.1 RP11-93M12.1 FC_P RP11.93M12.1 1.688798 0.0000157
1.882547e+00 1.687788 0.4580852 3.649803 0.0002624 0.0045101 ENSG00000220377.1 RP1-152L7.3 FC_P RP1.152L7.3 1.687788 0.0002624
2.043331e+00 1.687032 0.4960404 3.374247 0.0007402 0.0093792 ENSG00000261319.1 RP11-279O17.1 FC_P RP11.279O17.1 1.687032 0.0007402
4.635228e+01 1.686691 0.3746529 4.643971 0.0000034 0.0002066 ENSG00000250320.1 CTD-2269F5.1 FC_P CTD.2269F5.1 1.686691 0.0000034
1.368423e+02 1.686312 0.4816643 4.256783 0.0000207 0.0007487 ENSG00000270376.1 IGHV2-70 FC_P IGHV2.70 1.686312 0.0000207
3.603167e+01 1.685715 0.4531422 3.982086 0.0000683 0.0017569 ENSG00000255745.1 RP11-625L16.1 FC_P RP11.625L16.1 1.685715 0.0000683
2.299126e+01 -1.685193 0.4344342 -3.739685 0.0001843 0.0035079 ENSG00000249335.1 CTC-340D7.1 FC_P CTC.340D7.1 -1.685193 0.0001843
3.242657e+01 1.683446 0.3881102 4.274304 0.0000192 0.0007117 ENSG00000109061.9 MYH1 FC_P MYH1 1.683446 0.0000192
3.699219e+02 1.682675 0.3499383 4.802677 0.0000016 0.0001166 ENSG00000160161.5 CILP2 FC_P CILP2 1.682675 0.0000016
3.690583e+00 1.682483 0.4593832 4.130808 0.0000361 0.0011289 ENSG00000199942.1 SNORD114-19 FC_P SNORD114.19 1.682483 0.0000361
2.253704e+00 1.681750 0.4637245 3.636181 0.0002767 0.0046720 ENSG00000219284.2 RP11-151M7.1 FC_P RP11.151M7.1 1.681750 0.0002767
1.568466e+02 1.681620 0.4717930 3.590660 0.0003298 0.0052511 ENSG00000166342.14 NETO1 FC_P NETO1 1.681620 0.0003298
3.005680e+03 -1.681569 0.3849861 -4.396263 0.0000110 0.0004760 ENSG00000124107.5 SLPI FC_P SLPI -1.681569 0.0000110
4.801677e+00 1.680324 0.4272192 4.076063 0.0000458 0.0013188 ENSG00000253370.2 CTB-56J15.1 FC_P CTB.56J15.1 1.680324 0.0000458
1.422721e+01 1.678325 0.4594808 3.642892 0.0002696 0.0045972 ENSG00000226981.2 ABHD17AP6 FC_P ABHD17AP6 1.678325 0.0002696
3.121629e+01 1.677527 0.3595002 4.780071 0.0000018 0.0001260 ENSG00000213170.3 RP11-81B10.2 FC_P RP11.81B10.2 1.677527 0.0000018
6.063667e+00 1.677017 0.4901524 3.765344 0.0001663 0.0032455 ENSG00000260289.1 CTD-2535I10.1 FC_P CTD.2535I10.1 1.677017 0.0001663
3.065246e+00 1.676883 0.4211836 3.918313 0.0000892 0.0021329 ENSG00000205562.1 RP11-497E19.1 FC_P RP11.497E19.1 1.676883 0.0000892
1.443259e+02 1.676816 0.3425096 4.910810 0.0000009 0.0000777 ENSG00000248222.1 CTB-174D11.1 FC_P CTB.174D11.1 1.676816 0.0000009
1.927163e+01 1.676480 0.3205927 5.272745 0.0000001 0.0000189 ENSG00000251001.1 CTD-2193P3.1 FC_P CTD.2193P3.1 1.676480 0.0000001
2.218301e+02 1.676334 0.2576934 6.497810 0.0000000 0.0000001 ENSG00000180139.10 ACTA2-AS1 FC_P ACTA2.AS1 1.676334 0.0000000
1.692791e+03 1.676310 0.3111537 5.393809 0.0000001 0.0000119 ENSG00000206538.3 VGLL3 FC_P VGLL3 1.676310 0.0000001
9.134812e+00 1.675022 0.3954264 4.217735 0.0000247 0.0008474 ENSG00000226771.1 AP001136.2 FC_P AP001136.2 1.675022 0.0000247
6.096797e+02 -1.674763 0.3461731 -4.847954 0.0000012 0.0000992 ENSG00000125872.7 LRRN4 FC_P LRRN4 -1.674763 0.0000012
3.599143e+00 1.674137 0.4601509 3.602764 0.0003149 0.0051073 ENSG00000225269.2 LINC00705 FC_P LINC00705 1.674137 0.0003149
1.019923e+02 1.672974 0.2951710 5.699350 0.0000000 0.0000034 ENSG00000256721.1 CACNA1C-IT3 FC_P CACNA1C.IT3 1.672974 0.0000000
2.108059e+01 1.672690 0.3454285 4.889039 0.0000010 0.0000845 ENSG00000254163.1 CTC-340I23.2 FC_P CTC.340I23.2 1.672690 0.0000010
5.874726e+01 -1.672676 0.4134888 -4.000737 0.0000631 0.0016650 ENSG00000255692.1 RP1-127H14.3 FC_P RP1.127H14.3 -1.672676 0.0000631
1.847306e+01 1.672084 0.3127175 5.327118 0.0000001 0.0000155 ENSG00000227992.1 AC108463.2 FC_P AC108463.2 1.672084 0.0000001
1.720357e+03 1.671670 0.3234195 5.127347 0.0000003 0.0000336 ENSG00000151388.6 ADAMTS12 FC_P ADAMTS12 1.671670 0.0000003
2.787060e+02 -1.670001 0.4210494 -3.782948 0.0001550 0.0031111 ENSG00000171658.4 RP11-443P15.2 FC_P RP11.443P15.2 -1.670001 0.0001550
4.742276e+02 -1.669823 0.2943212 -5.737235 0.0000000 0.0000029 ENSG00000183840.5 GPR39 FC_P GPR39 -1.669823 0.0000000
2.528643e+00 1.669774 0.4903197 3.425041 0.0006147 0.0082407 ENSG00000249203.1 RP11-473L15.3 FC_P RP11.473L15.3 1.669774 0.0006147
7.373028e+00 1.668956 0.3597246 4.653484 0.0000033 0.0001986 ENSG00000207072.1 RNU6-39P FC_P RNU6.39P 1.668956 0.0000033
6.809776e+00 -1.668201 0.5034580 -3.448746 0.0005632 0.0077162 ENSG00000213873.4 RP11-678D18.1 FC_P RP11.678D18.1 -1.668201 0.0005632
3.388343e+01 -1.667613 0.4746535 -3.564215 0.0003649 0.0056229 ENSG00000266968.1 RP11-116O18.1 FC_P RP11.116O18.1 -1.667613 0.0003649
4.604331e+03 -1.666729 0.3515916 -4.690691 0.0000027 0.0001735 ENSG00000165272.10 AQP3 FC_P AQP3 -1.666729 0.0000027
1.591994e+02 1.666544 0.3005773 5.642427 0.0000000 0.0000041 ENSG00000230630.1 DNM3OS FC_P DNM3OS 1.666544 0.0000000
3.178982e+02 -1.664680 0.3998612 -4.466797 0.0000079 0.0003760 ENSG00000259974.2 LINC00261 FC_P LINC00261 -1.664680 0.0000079
4.539391e+01 -1.663113 0.3600873 -4.619832 0.0000038 0.0002232 ENSG00000264175.1 MIR3189 FC_P MIR3189 -1.663113 0.0000038
1.970363e+01 1.662253 0.2930578 5.657718 0.0000000 0.0000039 ENSG00000205644.5 CTD-2375G15.1 FC_P CTD.2375G15.1 1.662253 0.0000000
4.214507e+01 -1.661806 0.3691408 -4.381984 0.0000118 0.0004994 ENSG00000229196.3 RP11-775D22.2 FC_P RP11.775D22.2 -1.661806 0.0000118
2.571122e+00 1.661390 0.4528802 3.949189 0.0000784 0.0019488 ENSG00000201392.1 RNU6-1078P FC_P RNU6.1078P 1.661390 0.0000784
5.551552e+01 -1.661031 0.3818427 -4.407712 0.0000104 0.0004573 ENSG00000267385.1 CTB-50L17.14 FC_P CTB.50L17.14 -1.661031 0.0000104
5.707860e+00 1.660252 0.3664008 4.475672 0.0000076 0.0003639 ENSG00000240752.1 RP11-588D3.1 FC_P RP11.588D3.1 1.660252 0.0000076
1.929295e+01 1.659747 0.4336823 3.853847 0.0001163 0.0025538 ENSG00000271127.1 LL22NC03-N64E9.1 FC_P LL22NC03.N64E9.1 1.659747 0.0001163
1.299068e+03 1.659023 0.3431725 4.832928 0.0000013 0.0001041 ENSG00000078098.9 FAP FC_P FAP 1.659023 0.0000013
2.113373e+01 1.657448 0.3663388 4.524305 0.0000061 0.0003074 ENSG00000232046.2 AC007392.3 FC_P AC007392.3 1.657448 0.0000061
3.682418e+03 -1.656926 0.4293335 -4.280046 0.0000187 0.0006979 ENSG00000123838.6 C4BPA FC_P C4BPA -1.656926 0.0000187
1.961750e+03 -1.656846 0.2724524 -6.055110 0.0000000 0.0000007 ENSG00000170412.12 GPRC5C FC_P GPRC5C -1.656846 0.0000000
5.821285e+01 -1.656214 0.4125203 -4.091373 0.0000429 0.0012617 ENSG00000225154.2 RP11-184J23.2 FC_P RP11.184J23.2 -1.656214 0.0000429
6.834894e+00 1.655078 0.3790794 4.349797 0.0000136 0.0005521 ENSG00000270313.1 CTC-786C10.2 FC_P CTC.786C10.2 1.655078 0.0000136
1.395274e+01 -1.654845 0.2983264 -5.555736 0.0000000 0.0000060 ENSG00000262667.1 OCLN FC_P OCLN -1.654845 0.0000000
9.628362e+00 1.653401 0.3286015 4.977944 0.0000006 0.0000612 ENSG00000248927.1 CTD-2334D19.1 FC_P CTD.2334D19.1 1.653401 0.0000006
5.614794e+01 1.653202 0.2756435 6.016516 0.0000000 0.0000008 ENSG00000259532.1 RP11-138H8.2 FC_P RP11.138H8.2 1.653202 0.0000000
9.970312e+00 1.652759 0.4459769 3.789764 0.0001508 0.0030582 ENSG00000228213.1 NLGN1-AS1 FC_P NLGN1.AS1 1.652759 0.0001508
4.872993e+01 -1.651902 0.4266708 -3.849677 0.0001183 0.0025871 ENSG00000201464.1 Y_RNA FC_P Y_RNA -1.651902 0.0001183
5.328449e+01 1.651139 0.3025023 5.487438 0.0000000 0.0000078 ENSG00000256120.1 RP11-778H2.1 FC_P RP11.778H2.1 1.651139 0.0000000
9.687654e+00 -1.650964 0.4624245 -3.714618 0.0002035 0.0037437 ENSG00000255007.1 CTD-2589M5.4 FC_P CTD.2589M5.4 -1.650964 0.0002035
1.322228e+01 1.650127 0.3739056 4.616906 0.0000039 0.0002250 ENSG00000237136.2 C4orf51 FC_P C4orf51 1.650127 0.0000039
8.209060e+00 1.648654 0.3132615 5.223742 0.0000002 0.0000227 ENSG00000258452.1 RP11-757H14.2 FC_P RP11.757H14.2 1.648654 0.0000002
1.164425e+01 1.648498 0.5037396 3.386285 0.0007085 0.0090928 ENSG00000270676.1 IGHV3-13 FC_P IGHV3.13 1.648498 0.0007085
3.420473e+02 -1.647703 0.2824654 -5.803523 0.0000000 0.0000022 ENSG00000177191.2 B3GNT8 FC_P B3GNT8 -1.647703 0.0000000
2.721026e+01 -1.647405 0.4297894 -3.873691 0.0001072 0.0024180 ENSG00000228044.2 RP4-781K5.4 FC_P RP4.781K5.4 -1.647405 0.0001072
8.220842e+01 -1.647290 0.4585197 -3.821195 0.0001328 0.0028007 ENSG00000163283.6 ALPP FC_P ALPP -1.647290 0.0001328
7.147183e+02 1.646763 0.3425527 4.879208 0.0000011 0.0000874 ENSG00000198734.6 F5 FC_P F5 1.646763 0.0000011
7.823609e+00 -1.645437 0.4661637 -3.502874 0.0004603 0.0066563 ENSG00000168703.5 WFDC12 FC_P WFDC12 -1.645437 0.0004603
1.467507e+01 1.644959 0.3712618 4.820020 0.0000014 0.0001095 ENSG00000216067.1 AC104457.1 FC_P AC104457.1 1.644959 0.0000014
7.872388e+01 1.644792 0.4027169 4.666235 0.0000031 0.0001897 ENSG00000271417.1 RP11-909M7.3 FC_P RP11.909M7.3 1.644792 0.0000031
6.282074e+00 1.643740 0.4045880 4.072541 0.0000465 0.0013338 ENSG00000241261.1 RPL17P19 FC_P RPL17P19 1.643740 0.0000465
4.857985e+02 -1.643665 0.3676528 -4.423281 0.0000097 0.0004338 ENSG00000183250.7 C21orf67 FC_P C21orf67 -1.643665 0.0000097
4.037609e+03 -1.643052 0.2996608 -5.457769 0.0000000 0.0000088 ENSG00000143416.16 SELENBP1 FC_P SELENBP1 -1.643052 0.0000000
1.046089e+02 1.642951 0.4799178 3.490915 0.0004814 0.0068923 ENSG00000270452.1 IGHV1-2 FC_P IGHV1.2 1.642951 0.0004814
2.588702e+02 -1.641411 0.3153709 -5.195820 0.0000002 0.0000252 ENSG00000127578.6 WFIKKN1 FC_P WFIKKN1 -1.641411 0.0000002
2.514740e+01 -1.640619 0.3949595 -4.131420 0.0000361 0.0011269 ENSG00000262445.3 CTD-2545H1.2 FC_P CTD.2545H1.2 -1.640619 0.0000361
2.715851e+00 1.638792 0.4215474 3.831697 0.0001273 0.0027158 ENSG00000237410.1 AP001092.4 FC_P AP001092.4 1.638792 0.0001273
2.128693e+02 1.637860 0.3650919 4.576550 0.0000047 0.0002614 ENSG00000157766.11 ACAN FC_P ACAN 1.637860 0.0000047
1.401118e+01 1.635466 0.4281480 3.855441 0.0001155 0.0025491 ENSG00000259477.1 RP11-86K22.1 FC_P RP11.86K22.1 1.635466 0.0001155
1.448363e+02 1.635207 0.3139962 5.251147 0.0000002 0.0000204 ENSG00000256025.1 CACNA1C-AS4 FC_P CACNA1C.AS4 1.635207 0.0000002
3.392445e+00 1.635034 0.4614163 3.514998 0.0004398 0.0064249 ENSG00000227249.1 AC000374.1 FC_P AC000374.1 1.635034 0.0004398
3.757773e+01 1.634748 0.3741406 4.368889 0.0000125 0.0005160 ENSG00000165966.10 PDZRN4 FC_P PDZRN4 1.634748 0.0000125
1.189907e+03 1.633606 0.2841064 5.750803 0.0000000 0.0000028 ENSG00000122870.7 BICC1 FC_P BICC1 1.633606 0.0000000
1.854304e+01 1.633506 0.3511225 4.758574 0.0000019 0.0001362 ENSG00000113600.6 C9 FC_P C9 1.633506 0.0000019
1.272466e+01 1.633494 0.4477730 4.243576 0.0000220 0.0007811 ENSG00000202048.1 SNORD114-20 FC_P SNORD114.20 1.633494 0.0000220
7.428657e+01 1.633396 0.4231504 3.874765 0.0001067 0.0024102 ENSG00000118729.10 CASQ2 FC_P CASQ2 1.633396 0.0001067
2.263119e+01 1.632663 0.4123531 4.110185 0.0000395 0.0011988 ENSG00000236520.2 GPC6-AS1 FC_P GPC6.AS1 1.632663 0.0000395
1.639718e+01 -1.632586 0.4506984 -3.780382 0.0001566 0.0031235 ENSG00000254391.1 CTC-529G1.1 FC_P CTC.529G1.1 -1.632586 0.0001566
4.209170e+00 1.632198 0.4576349 3.445887 0.0005692 0.0077797 ENSG00000259339.2 TGIF1P1 FC_P TGIF1P1 1.632198 0.0005692
1.817261e+01 1.631999 0.4011682 4.028860 0.0000560 0.0015260 ENSG00000228294.2 BMS1P17 FC_P BMS1P17 1.631999 0.0000560
1.027529e+04 1.631701 0.3682423 4.462262 0.0000081 0.0003812 ENSG00000133110.10 POSTN FC_P POSTN 1.631701 0.0000081
3.062835e+00 1.631115 0.4478729 3.911231 0.0000918 0.0021743 ENSG00000200612.1 SNORD114-25 FC_P SNORD114.25 1.631115 0.0000918
7.208717e+01 1.629978 0.4169326 3.869779 0.0001089 0.0024483 ENSG00000145794.12 MEGF10 FC_P MEGF10 1.629978 0.0001089
1.190512e+03 1.628167 0.3093928 5.246381 0.0000002 0.0000206 ENSG00000154096.9 THY1 FC_P THY1 1.628167 0.0000002
1.037636e+01 -1.627288 0.4681934 -3.314588 0.0009178 0.0109519 ENSG00000140798.11 ABCC12 FC_P ABCC12 -1.627288 0.0009178
1.821993e+01 -1.627033 0.4130323 -3.882317 0.0001035 0.0023593 ENSG00000268287.1 CTB-60B18.18 FC_P CTB.60B18.18 -1.627033 0.0001035
1.964662e+00 1.626629 0.4797149 3.500087 0.0004651 0.0067186 ENSG00000259914.1 RP11-298D21.2 FC_P RP11.298D21.2 1.626629 0.0004651
1.316847e+03 -1.625940 0.2695341 -6.012677 0.0000000 0.0000009 ENSG00000179178.6 TMEM125 FC_P TMEM125 -1.625940 0.0000000
7.964064e+01 -1.625455 0.4143210 -3.908064 0.0000930 0.0021975 ENSG00000272825.1 LL21NC02-1C16.2 FC_P LL21NC02.1C16.2 -1.625455 0.0000930
4.997318e+00 1.623237 0.4215481 3.782652 0.0001552 0.0031111 ENSG00000139330.5 KERA FC_P KERA 1.623237 0.0001552
2.285976e+01 1.622604 0.4310883 3.880881 0.0001041 0.0023704 ENSG00000260585.1 RP13-192B19.2 FC_P RP13.192B19.2 1.622604 0.0001041
8.589867e+02 1.622016 0.3333133 4.894508 0.0000010 0.0000827 ENSG00000017427.11 IGF1 FC_P IGF1 1.622016 0.0000010
6.297236e+00 1.621233 0.4144384 3.851285 0.0001175 0.0025720 ENSG00000258375.2 RP11-617J18.1 FC_P RP11.617J18.1 1.621233 0.0001175
6.412332e+00 1.621049 0.4014885 4.008890 0.0000610 0.0016282 ENSG00000186148.7 AC013271.3 FC_P AC013271.3 1.621049 0.0000610
1.393257e+03 -1.620512 0.3278742 -5.068168 0.0000004 0.0000425 ENSG00000132698.9 RAB25 FC_P RAB25 -1.620512 0.0000004
4.729167e+00 1.619908 0.4766588 3.403198 0.0006660 0.0087258 ENSG00000264238.1 AL590084.1 FC_P AL590084.1 1.619908 0.0006660
1.127420e+02 1.618865 0.4654099 4.328758 0.0000150 0.0005892 ENSG00000198643.2 FAM3D FC_P FAM3D 1.618865 0.0000150
1.585805e+02 1.618651 0.2813431 5.709057 0.0000000 0.0000033 ENSG00000197927.8 C2orf27A FC_P C2orf27A 1.618651 0.0000000
1.586418e+01 1.616934 0.4715240 3.586058 0.0003357 0.0053128 ENSG00000248329.1 RP11-366M4.3 FC_P RP11.366M4.3 1.616934 0.0003357
6.747180e+00 1.616011 0.5013156 3.774371 0.0001604 0.0031746 ENSG00000270315.1 IGHV3-43 FC_P IGHV3.43 1.616011 0.0001604
3.249869e+00 1.615373 0.4070513 3.876464 0.0001060 0.0024021 ENSG00000265986.1 MIR4735 FC_P MIR4735 1.615373 0.0001060
5.517541e+00 1.614728 0.4493444 4.149566 0.0000333 0.0010588 ENSG00000201950.1 SNORD113-9 FC_P SNORD113.9 1.614728 0.0000333
2.499874e+01 1.614705 0.3621040 4.409226 0.0000104 0.0004546 ENSG00000254710.1 CTD-2216M2.1 FC_P CTD.2216M2.1 1.614705 0.0000104
1.414925e+01 1.613417 0.3563989 4.527494 0.0000060 0.0003045 ENSG00000263952.1 RP11-513M1.1 FC_P RP11.513M1.1 1.613417 0.0000060
3.859166e+01 -1.611508 0.3720711 -4.338645 0.0000143 0.0005727 ENSG00000228133.2 AC099684.1 FC_P AC099684.1 -1.611508 0.0000143
7.616627e+00 1.609991 0.3811297 4.372100 0.0000123 0.0005124 ENSG00000237742.2 RP11-624M8.1 FC_P RP11.624M8.1 1.609991 0.0000123
8.983577e+01 1.609125 0.3162764 5.093682 0.0000004 0.0000386 ENSG00000233098.4 RP11-344E13.3 FC_P RP11.344E13.3 1.609125 0.0000004
5.603944e+00 1.608169 0.4598951 3.492484 0.0004786 0.0068601 ENSG00000226409.1 RP11-735G4.1 FC_P RP11.735G4.1 1.608169 0.0004786
9.783900e+01 1.606016 0.3373223 4.782751 0.0000017 0.0001253 ENSG00000262655.2 SPON1 FC_P SPON1 1.606016 0.0000017
4.803181e+00 1.603728 0.3649500 4.315082 0.0000160 0.0006172 ENSG00000221262.1 AC005159.1 FC_P AC005159.1 1.603728 0.0000160
6.103595e+02 1.603298 0.3063551 5.220900 0.0000002 0.0000229 ENSG00000135919.8 SERPINE2 FC_P SERPINE2 1.603298 0.0000002
4.419630e+00 1.602917 0.4775037 3.494734 0.0004745 0.0068207 ENSG00000204019.4 CXorf61 FC_P CXorf61 1.602917 0.0004745
1.296048e+02 -1.601855 0.3710943 -4.107691 0.0000400 0.0012075 ENSG00000174808.7 BTC FC_P BTC -1.601855 0.0000400
4.636383e+02 -1.601505 0.3428215 -4.732906 0.0000022 0.0001489 ENSG00000125798.10 FOXA2 FC_P FOXA2 -1.601505 0.0000022
1.918860e+02 1.601493 0.4188073 3.859740 0.0001135 0.0025180 ENSG00000262406.2 MMP12 FC_P MMP12 1.601493 0.0001135
8.203028e+00 -1.601447 0.4661254 -3.425978 0.0006126 0.0082273 ENSG00000223678.1 RP11-311H10.4 FC_P RP11.311H10.4 -1.601447 0.0006126
1.477257e+02 -1.600894 0.3702742 -4.309753 0.0000163 0.0006297 ENSG00000158055.11 GRHL3 FC_P GRHL3 -1.600894 0.0000163
3.391763e+01 1.600394 0.3405005 4.999269 0.0000006 0.0000562 ENSG00000238482.1 RNU6-1208P FC_P RNU6.1208P 1.600394 0.0000006
1.231434e+01 1.600069 0.3635891 4.492337 0.0000070 0.0003411 ENSG00000264434.1 CTD-2006O16.2 FC_P CTD.2006O16.2 1.600069 0.0000070
2.117291e+03 -1.600029 0.3687682 -4.333816 0.0000147 0.0005788 ENSG00000007402.7 CACNA2D2 FC_P CACNA2D2 -1.600029 0.0000147
2.991140e+00 1.599936 0.4190721 3.735257 0.0001875 0.0035486 ENSG00000248816.1 RP11-18D7.3 FC_P RP11.18D7.3 1.599936 0.0001875
2.857604e+02 -1.599281 0.4394695 -3.607200 0.0003095 0.0050404 ENSG00000248608.2 RP11-206P5.2 FC_P RP11.206P5.2 -1.599281 0.0003095
1.964453e+01 -1.598866 0.3879674 -4.097682 0.0000417 0.0012390 ENSG00000250237.1 CTC-498J12.1 FC_P CTC.498J12.1 -1.598866 0.0000417
4.403595e+02 1.597764 0.3355566 4.773739 0.0000018 0.0001288 ENSG00000165474.5 GJB2 FC_P GJB2 1.597764 0.0000018
3.968699e+01 -1.596712 0.4429079 -3.632977 0.0002802 0.0047135 ENSG00000249320.1 RP11-206P5.1 FC_P RP11.206P5.1 -1.596712 0.0002802
3.707875e+02 1.595800 0.3308604 4.751552 0.0000020 0.0001395 ENSG00000086991.8 NOX4 FC_P NOX4 1.595800 0.0000020
2.839287e+00 1.594618 0.4460114 3.521209 0.0004296 0.0063171 ENSG00000253449.1 CTC-436K13.6 FC_P CTC.436K13.6 1.594618 0.0004296
2.668680e+00 -1.593760 0.4463049 -3.745418 0.0001801 0.0034514 ENSG00000164334.11 FAM170A FC_P FAM170A -1.593760 0.0001801
1.191271e+01 1.593307 0.4508865 3.627543 0.0002861 0.0047774 ENSG00000183760.6 PAPL FC_P PAPL 1.593307 0.0002861
1.251600e+04 1.592104 0.3291507 4.930787 0.0000008 0.0000718 ENSG00000139329.4 LUM FC_P LUM 1.592104 0.0000008
2.931038e+02 -1.590254 0.3930584 -4.074277 0.0000462 0.0013263 ENSG00000251532.1 CTD-2245E15.3 FC_P CTD.2245E15.3 -1.590254 0.0000462
2.071728e+00 1.590163 0.5011137 3.377130 0.0007325 0.0093203 ENSG00000238571.1 snoU13 FC_P snoU13.2 1.590163 0.0007325
1.686261e+02 1.588729 0.3913418 4.716582 0.0000024 0.0001577 ENSG00000225746.4 AL132709.5 FC_P AL132709.5 1.588729 0.0000024
2.387718e+00 1.587318 0.5031429 3.751161 0.0001760 0.0033889 ENSG00000237849.1 NFYAP1 FC_P NFYAP1 1.587318 0.0001760
2.405490e+01 1.585390 0.3458736 4.686538 0.0000028 0.0001756 ENSG00000266591.1 AC022537.1 FC_P AC022537.1 1.585390 0.0000028
4.819585e+01 1.583380 0.3856375 4.090496 0.0000430 0.0012645 ENSG00000237070.1 AC005550.3 FC_P AC005550.3 1.583380 0.0000430
3.346199e+01 1.582586 0.2636356 5.987203 0.0000000 0.0000009 ENSG00000201176.1 RNU6-853P FC_P RNU6.853P 1.582586 0.0000000
1.290328e+01 -1.581133 0.4110849 -3.858882 0.0001139 0.0025209 ENSG00000224940.4 PRRT4 FC_P PRRT4 -1.581133 0.0001139
7.351937e+00 1.581095 0.3324165 4.784331 0.0000017 0.0001248 ENSG00000215835.2 RP11-9L18.2 FC_P RP11.9L18.2 1.581095 0.0000017
2.908785e+00 1.580678 0.4830833 3.400015 0.0006738 0.0088004 ENSG00000230787.1 PSAT1P3 FC_P PSAT1P3 1.580678 0.0006738
2.877209e+00 1.580335 0.4525454 3.401799 0.0006694 0.0087593 ENSG00000254008.1 LINC00051 FC_P LINC00051 1.580335 0.0006694
9.293291e+00 1.580194 0.3062413 5.146325 0.0000003 0.0000313 ENSG00000206763.1 RNU6-10P FC_P RNU6.10P 1.580194 0.0000003
2.471805e+00 1.576072 0.4460956 3.617895 0.0002970 0.0049046 ENSG00000244157.1 RP11-190P13.1 FC_P RP11.190P13.1 1.576072 0.0002970
1.223163e+02 -1.575566 0.3809510 -4.247193 0.0000216 0.0007715 ENSG00000227925.1 RP11-191N8.2 FC_P RP11.191N8.2 -1.575566 0.0000216
3.669417e+00 1.575144 0.4271703 3.663085 0.0002492 0.0043420 ENSG00000227352.1 ARHGEF7-AS1 FC_P ARHGEF7.AS1 1.575144 0.0002492
6.781356e+01 1.574631 0.2914064 5.363296 0.0000001 0.0000133 ENSG00000250384.1 UBE2CP3 FC_P UBE2CP3 1.574631 0.0000001
1.885952e+01 1.574345 0.4364137 3.624150 0.0002899 0.0048277 ENSG00000134443.5 GRP FC_P GRP 1.574345 0.0002899
1.500103e+01 1.574094 0.3733488 4.096854 0.0000419 0.0012390 ENSG00000248711.1 AC006023.8 FC_P AC006023.8 1.574094 0.0000419
3.781036e+00 1.572631 0.4267284 3.664927 0.0002474 0.0043269 ENSG00000238189.1 ENOX1-AS2 FC_P ENOX1.AS2 1.572631 0.0002474
1.396289e+01 1.572490 0.3712866 4.366800 0.0000126 0.0005204 ENSG00000225649.1 AC064875.2 FC_P AC064875.2 1.572490 0.0000126
1.928630e+03 -1.572385 0.3817415 -4.113961 0.0000389 0.0011880 ENSG00000133661.11 SFTPD FC_P SFTPD -1.572385 0.0000389
2.575936e+03 1.572250 0.3290224 4.772733 0.0000018 0.0001292 ENSG00000204291.6 COL15A1 FC_P COL15A1 1.572250 0.0000018
4.206173e+01 1.571803 0.4846577 3.321049 0.0008968 0.0107871 ENSG00000271258.1 IGHJ3P FC_P IGHJ3P 1.571803 0.0008968
5.855511e+02 1.570895 0.2961939 5.297644 0.0000001 0.0000174 ENSG00000112562.14 SMOC2 FC_P SMOC2 1.570895 0.0000001
8.531200e+02 1.568845 0.2913241 5.404546 0.0000001 0.0000114 ENSG00000118473.17 SGIP1 FC_P SGIP1 1.568845 0.0000001
5.099970e+03 -1.568642 0.3010661 -5.209047 0.0000002 0.0000239 ENSG00000136352.13 NKX2-1 FC_P NKX2.1 -1.568642 0.0000002
6.356051e+00 1.568151 0.4180716 3.723495 0.0001965 0.0036592 ENSG00000239500.2 RP1-169K13.3 FC_P RP1.169K13.3 1.568151 0.0001965
6.009479e+03 -1.567065 0.3262109 -4.788122 0.0000017 0.0001227 ENSG00000176907.3 C8orf4 FC_P C8orf4 -1.567065 0.0000017
4.312302e+03 -1.566743 0.3113176 -5.057055 0.0000004 0.0000448 ENSG00000122966.9 CIT FC_P CIT -1.566743 0.0000004
1.878664e+01 1.566675 0.2740288 5.698343 0.0000000 0.0000034 ENSG00000230902.1 FAM204CP FC_P FAM204CP 1.566675 0.0000000
3.777355e+00 1.566267 0.4918015 3.940922 0.0000812 0.0019909 ENSG00000199914.1 SNORD114-16 FC_P SNORD114.16 1.566267 0.0000812
5.624410e+02 1.566081 0.2706046 5.756396 0.0000000 0.0000027 ENSG00000259498.1 RP11-244F12.3 FC_P RP11.244F12.3 1.566081 0.0000000
4.321970e+01 -1.565805 0.4372370 -3.544631 0.0003932 0.0059252 ENSG00000246740.2 CTD-2382E5.1 FC_P CTD.2382E5.1 -1.565805 0.0003932
7.670603e+01 -1.563254 0.3563237 -4.381837 0.0000118 0.0004994 ENSG00000235721.1 AC013268.3 FC_P AC013268.3 -1.563254 0.0000118
1.608364e+03 1.563246 0.3108142 5.010512 0.0000005 0.0000535 ENSG00000148848.10 ADAM12 FC_P ADAM12 1.563246 0.0000005
6.531793e+00 1.563011 0.3883745 4.005319 0.0000619 0.0016416 ENSG00000261410.1 RP11-543N12.1 FC_P RP11.543N12.1 1.563011 0.0000619
4.592737e+00 1.562612 0.4753604 3.688669 0.0002254 0.0040364 ENSG00000201689.1 SNORD114-29 FC_P SNORD114.29 1.562612 0.0002254
3.106513e+01 1.562441 0.4155713 3.824012 0.0001313 0.0027782 ENSG00000271216.1 LINC01050 FC_P LINC01050 1.562441 0.0001313
1.282062e+03 1.561071 0.3302821 4.763137 0.0000019 0.0001342 ENSG00000174099.6 MSRB3 FC_P MSRB3 1.561071 0.0000019
1.381420e+01 1.560261 0.3676702 4.258616 0.0000206 0.0007466 ENSG00000258066.1 RP11-781A6.1 FC_P RP11.781A6.1 1.560261 0.0000206
4.898596e+03 -1.559954 0.3471574 -4.564183 0.0000050 0.0002711 ENSG00000048540.10 LMO3 FC_P LMO3 -1.559954 0.0000050
1.755089e+03 -1.558633 0.2674637 -5.822818 0.0000000 0.0000021 ENSG00000173599.9 PC FC_P PC -1.558633 0.0000000
1.317731e+01 -1.558186 0.4163704 -3.567899 0.0003599 0.0055683 ENSG00000109991.4 P2RX3 FC_P P2RX3 -1.558186 0.0003599
3.733031e+02 -1.557663 0.2652533 -5.790451 0.0000000 0.0000023 ENSG00000166816.9 LDHD FC_P LDHD -1.557663 0.0000000
1.641334e+02 1.557163 0.3278493 4.754179 0.0000020 0.0001382 ENSG00000117152.9 RGS4 FC_P RGS4 1.557163 0.0000020
2.317136e+03 1.556649 0.3996337 3.925508 0.0000865 0.0020842 ENSG00000145423.4 SFRP2 FC_P SFRP2 1.556649 0.0000865
3.401847e+01 -1.555815 0.4552946 -3.397058 0.0006811 0.0088683 ENSG00000258346.1 RP11-148B3.2 FC_P RP11.148B3.2 -1.555815 0.0006811
6.280500e+01 1.555751 0.3929189 4.496595 0.0000069 0.0003372 ENSG00000232018.4 AL132709.8 FC_P AL132709.8 1.555751 0.0000069
5.970118e+01 1.555497 0.2560910 6.113124 0.0000000 0.0000006 ENSG00000271590.1 RP11-181E10.3 FC_P RP11.181E10.3 1.555497 0.0000000
3.933574e+01 1.554615 0.3596817 4.373596 0.0000122 0.0005100 ENSG00000236841.3 AC007750.5 FC_P AC007750.5 1.554615 0.0000122
1.164699e+01 1.554434 0.3548469 4.393317 0.0000112 0.0004802 ENSG00000267405.1 CTC-296K1.4 FC_P CTC.296K1.4 1.554434 0.0000112
1.671627e+01 1.553988 0.4132126 3.856639 0.0001150 0.0025382 ENSG00000232458.1 AC005029.1 FC_P AC005029.1 1.553988 0.0001150
1.993580e+00 1.553745 0.4626075 3.302968 0.0009567 0.0112793 ENSG00000265552.1 RP11-958F21.3 FC_P RP11.958F21.3 1.553745 0.0009567
2.895708e+03 -1.553680 0.3254418 -4.723432 0.0000023 0.0001532 ENSG00000100413.12 POLR3H FC_P POLR3H -1.553680 0.0000023
3.180158e+01 -1.553298 0.3917748 -3.975509 0.0000702 0.0017903 ENSG00000223975.1 AP001048.4 FC_P AP001048.4 -1.553298 0.0000702
1.988534e+01 1.553052 0.3092712 4.973927 0.0000007 0.0000618 ENSG00000204011.4 COL5A1-AS1 FC_P COL5A1.AS1 1.553052 0.0000007
5.419022e+01 -1.552908 0.4211836 -3.659246 0.0002530 0.0043825 ENSG00000254143.1 RP11-470M17.2 FC_P RP11.470M17.2 -1.552908 0.0002530
8.710425e+00 1.552312 0.3307160 4.666495 0.0000031 0.0001897 ENSG00000231857.1 MORF4L1P5 FC_P MORF4L1P5 1.552312 0.0000031
1.251726e+02 -1.550488 0.4039930 -3.864245 0.0001114 0.0024852 ENSG00000269353.1 AC092071.1 FC_P AC092071.1 -1.550488 0.0001114
7.571153e+00 -1.549230 0.4029496 -3.859760 0.0001135 0.0025180 ENSG00000228559.1 RP3-340B19.3 FC_P RP3.340B19.3 -1.549230 0.0001135
6.955209e+01 -1.548921 0.3666065 -4.271043 0.0000195 0.0007180 ENSG00000070729.9 CNGB1 FC_P CNGB1 -1.548921 0.0000195
3.611131e+00 1.546149 0.4719004 3.739977 0.0001840 0.0035064 ENSG00000252009.1 SNORD112 FC_P SNORD112.1 1.546149 0.0001840
8.844024e+00 1.545781 0.3578716 4.330506 0.0000149 0.0005864 ENSG00000249373.2 RP11-650J17.2 FC_P RP11.650J17.2 1.545781 0.0000149
1.453988e+01 1.545047 0.3806668 4.128685 0.0000365 0.0011347 ENSG00000254629.1 RP11-160H12.3 FC_P RP11.160H12.3 1.545047 0.0000365
2.776671e+01 -1.544864 0.4449856 -3.603226 0.0003143 0.0051048 ENSG00000116981.3 NT5C1A FC_P NT5C1A -1.544864 0.0003143
2.248082e+01 1.543153 0.4765384 3.807728 0.0001402 0.0029087 ENSG00000179674.2 ARL14 FC_P ARL14 1.543153 0.0001402
8.709485e+02 -1.542648 0.3294505 -4.671701 0.0000030 0.0001869 ENSG00000224189.2 HOXD-AS1 FC_P HOXD.AS1 -1.542648 0.0000030
3.481573e+02 1.542514 0.2793606 5.496172 0.0000000 0.0000076 ENSG00000120820.8 GLT8D2 FC_P GLT8D2 1.542514 0.0000000
1.482488e+01 1.541988 0.4519687 3.337716 0.0008447 0.0103223 ENSG00000121871.3 SLITRK3 FC_P SLITRK3 1.541988 0.0008447
1.702940e+01 -1.541802 0.3948889 -3.788423 0.0001516 0.0030722 ENSG00000265388.1 RN7SL391P FC_P RN7SL391P -1.541802 0.0001516
6.630653e+01 1.540826 0.3692300 4.196135 0.0000272 0.0009123 ENSG00000249992.1 TMEM158 FC_P TMEM158 1.540826 0.0000272
1.822185e+01 1.540214 0.4034427 3.871249 0.0001083 0.0024380 ENSG00000243440.2 AF165138.7 FC_P AF165138.7 1.540214 0.0001083
4.663674e+02 -1.539099 0.4210036 -3.691403 0.0002230 0.0040047 ENSG00000187048.8 CYP4A11 FC_P CYP4A11 -1.539099 0.0002230
7.596676e+00 1.537259 0.3818145 3.988930 0.0000664 0.0017235 ENSG00000212204.1 RNA5SP91 FC_P RNA5SP91 1.537259 0.0000664
5.918072e+03 -1.536418 0.3557752 -4.334793 0.0000146 0.0005775 ENSG00000171476.17 HOPX FC_P HOPX -1.536418 0.0000146
2.370766e+01 1.536415 0.3376453 4.546055 0.0000055 0.0002863 ENSG00000230694.1 RP11-62F24.1 FC_P RP11.62F24.1 1.536415 0.0000055
3.125993e+00 1.536246 0.3953654 3.849268 0.0001185 0.0025899 ENSG00000265313.1 RP11-567L7.6 FC_P RP11.567L7.6 1.536246 0.0001185
1.065460e+02 1.536243 0.2929333 5.319523 0.0000001 0.0000160 ENSG00000250280.2 RP11-305O6.3 FC_P RP11.305O6.3 1.536243 0.0000001
2.219166e+01 -1.536240 0.4823800 -3.706916 0.0002098 0.0038277 ENSG00000206463.6 C6orf205 FC_P C6orf205 -1.536240 0.0002098
6.080607e+02 1.535745 0.3782227 4.162804 0.0000314 0.0010138 ENSG00000167244.13 IGF2 FC_P IGF2 1.535745 0.0000314
1.796254e+01 -1.533318 0.4159923 -3.614374 0.0003011 0.0049479 ENSG00000262492.1 RP11-1099M24.8 FC_P RP11.1099M24.8 -1.533318 0.0003011
3.781246e+00 1.532903 0.4185174 3.730017 0.0001915 0.0035961 ENSG00000222185.1 SNORD113 FC_P SNORD113 1.532903 0.0001915
5.151126e+00 1.532782 0.3863039 4.124703 0.0000371 0.0011488 ENSG00000265536.1 AL591042.1 FC_P AL591042.1 1.532782 0.0000371
2.946858e+01 1.532389 0.3382511 4.463509 0.0000081 0.0003799 ENSG00000227496.1 RP11-145A3.1 FC_P RP11.145A3.1 1.532389 0.0000081
2.237172e+02 1.532171 0.4668705 3.521874 0.0004285 0.0063062 ENSG00000271648.1 IGHV3-11 FC_P IGHV3.11 1.532171 0.0004285
9.151994e+00 1.531802 0.3984631 3.863041 0.0001120 0.0024915 ENSG00000242941.1 CTD-2325P2.2 FC_P CTD.2325P2.2 1.531802 0.0001120
1.518135e+01 1.531487 0.2734720 5.571350 0.0000000 0.0000057 ENSG00000248873.1 SERBP1P6 FC_P SERBP1P6 1.531487 0.0000000
8.307226e+01 1.530250 0.2686073 5.677951 0.0000000 0.0000036 ENSG00000224897.2 RP11-3B12.1 FC_P RP11.3B12.1 1.530250 0.0000000
9.305709e+00 -1.530117 0.4176587 -3.714309 0.0002038 0.0037465 ENSG00000229272.1 RP11-498J9.2 FC_P RP11.498J9.2 -1.530117 0.0002038
4.578906e+00 -1.529233 0.5030228 -3.549119 0.0003865 0.0058580 ENSG00000223590.4 C6orf205 FC_P C6orf205.1 -1.529233 0.0003865
4.863668e+02 1.528042 0.4353673 3.607298 0.0003094 0.0050404 ENSG00000106278.7 PTPRZ1 FC_P PTPRZ1 1.528042 0.0003094
2.428953e+01 1.527528 0.2938155 5.244359 0.0000002 0.0000208 ENSG00000215933.1 BX119917.1 FC_P BX119917.1 1.527528 0.0000002
7.507025e+01 -1.527422 0.4386317 -3.647499 0.0002648 0.0045403 ENSG00000214128.6 TMEM213 FC_P TMEM213 -1.527422 0.0002648
1.147214e+01 -1.526457 0.4238121 -3.576628 0.0003481 0.0054304 ENSG00000253315.1 CTB-11I22.2 FC_P CTB.11I22.2 -1.526457 0.0003481
3.198663e+00 1.525971 0.4132529 3.546863 0.0003898 0.0058954 ENSG00000258402.1 RP11-516J2.1 FC_P RP11.516J2.1 1.525971 0.0003898
7.318668e+02 -1.525772 0.2942302 -5.218648 0.0000002 0.0000231 ENSG00000225151.6 AC103965.1 FC_P AC103965.1 -1.525772 0.0000002
3.819484e+00 -1.525534 0.4493442 -3.384116 0.0007141 0.0091467 ENSG00000267478.1 RP11-815J4.5 FC_P RP11.815J4.5 -1.525534 0.0007141
8.138247e+01 1.525373 0.2866679 5.255591 0.0000001 0.0000200 ENSG00000073146.11 MOV10L1 FC_P MOV10L1 1.525373 0.0000001
5.685427e+03 -1.524476 0.3849917 -3.942855 0.0000805 0.0019797 ENSG00000127249.10 ATP13A4 FC_P ATP13A4 -1.524476 0.0000805
8.506167e+02 1.524248 0.3676329 4.087908 0.0000435 0.0012708 ENSG00000183098.6 GPC6 FC_P GPC6 1.524248 0.0000435
4.276628e+02 -1.524056 0.3051867 -4.942937 0.0000008 0.0000682 ENSG00000163884.3 KLF15 FC_P KLF15 -1.524056 0.0000008
2.892711e+01 -1.521232 0.4859591 -3.388861 0.0007018 0.0090438 ENSG00000256691.1 RP11-476M19.3 FC_P RP11.476M19.3 -1.521232 0.0007018
3.258008e+01 -1.521134 0.3889540 -3.875199 0.0001065 0.0024083 ENSG00000179270.6 C2orf71 FC_P C2orf71 -1.521134 0.0001065
3.414056e+03 -1.520656 0.2783507 -5.467359 0.0000000 0.0000084 ENSG00000169242.7 EFNA1 FC_P EFNA1 -1.520656 0.0000000
1.292474e+01 1.518709 0.3577691 4.525576 0.0000060 0.0003065 ENSG00000255649.1 RP11-502N13.2 FC_P RP11.502N13.2 1.518709 0.0000060
8.019955e+00 -1.518453 0.4410057 -3.358804 0.0007828 0.0097658 ENSG00000250934.1 RP11-71E19.1 FC_P RP11.71E19.1 -1.518453 0.0007828
1.352664e+03 1.517918 0.2706751 5.590557 0.0000000 0.0000052 ENSG00000139926.11 FRMD6 FC_P FRMD6 1.517918 0.0000000
3.593490e+02 -1.516537 0.3868729 -3.945193 0.0000797 0.0019688 ENSG00000238042.1 RP11-815M8.1 FC_P RP11.815M8.1 -1.516537 0.0000797
7.040067e+00 1.516390 0.4131853 3.640622 0.0002720 0.0046254 ENSG00000219404.2 RP11-524C21.1 FC_P RP11.524C21.1 1.516390 0.0002720
9.964676e+01 1.515492 0.3552552 4.763269 0.0000019 0.0001342 ENSG00000224116.2 INHBA-AS1 FC_P INHBA.AS1 1.515492 0.0000019
3.549739e+00 -1.514714 0.3953636 -3.796471 0.0001468 0.0030059 ENSG00000219023.1 RP3-340B19.2 FC_P RP3.340B19.2 -1.514714 0.0001468
2.376663e+00 1.513900 0.4894014 3.316184 0.0009126 0.0109103 ENSG00000222740.1 RNA5SP328 FC_P RNA5SP328 1.513900 0.0009126
2.539551e+02 1.513642 0.4429984 3.899523 0.0000964 0.0022426 ENSG00000211670.2 IGLV3-9 FC_P IGLV3.9 1.513642 0.0000964
2.039998e+01 1.513415 0.4380590 3.599265 0.0003191 0.0051491 ENSG00000136267.9 DGKB FC_P DGKB 1.513415 0.0003191
5.103272e+00 1.512808 0.4483457 3.661905 0.0002503 0.0043552 ENSG00000250929.2 KB-1639H6.4 FC_P KB.1639H6.4 1.512808 0.0002503
4.382041e+01 1.512618 0.3158963 4.775410 0.0000018 0.0001282 ENSG00000183055.5 FAM133CP FC_P FAM133CP 1.512618 0.0000018
4.407709e+02 1.512338 0.3168504 4.804925 0.0000015 0.0001157 ENSG00000140945.11 CDH13 FC_P CDH13 1.512338 0.0000015
2.014718e+02 1.511562 0.3060275 4.905404 0.0000009 0.0000795 ENSG00000175600.11 C7orf10 FC_P C7orf10 1.511562 0.0000009
1.715916e+02 1.511447 0.2460049 6.173251 0.0000000 0.0000005 ENSG00000117586.6 TNFSF4 FC_P TNFSF4 1.511447 0.0000000
1.440424e+03 -1.510707 0.2442378 -6.164374 0.0000000 0.0000005 ENSG00000099849.10 RASSF7 FC_P RASSF7 -1.510707 0.0000000
3.369533e+01 1.510408 0.5034489 3.555764 0.0003769 0.0057583 ENSG00000258548.1 LINC00645 FC_P LINC00645 1.510408 0.0003769
6.399490e+00 1.510336 0.3812797 3.887075 0.0001015 0.0023276 ENSG00000227744.4 AC114788.2 FC_P AC114788.2 1.510336 0.0001015
5.531161e+00 -1.510055 0.5011370 -3.488099 0.0004865 0.0069339 ENSG00000224396.1 METTL15P3 FC_P METTL15P3 -1.510055 0.0004865
4.382658e+00 1.508074 0.3874910 3.816779 0.0001352 0.0028385 ENSG00000235389.2 RP11-134K1.3 FC_P RP11.134K1.3 1.508074 0.0001352
4.816321e+00 1.507351 0.4377859 3.829306 0.0001285 0.0027333 ENSG00000200608.1 SNORD114-11 FC_P SNORD114.11 1.507351 0.0001285
6.437949e+00 1.507195 0.4139399 3.780913 0.0001563 0.0031202 ENSG00000241042.1 RP11-145M4.1 FC_P RP11.145M4.1 1.507195 0.0001563
3.858542e+00 1.505461 0.4055178 3.864485 0.0001113 0.0024842 ENSG00000272508.1 RP11-96C23.14 FC_P RP11.96C23.14 1.505461 0.0001113
4.770128e+02 -1.505458 0.3255398 -4.631408 0.0000036 0.0002157 ENSG00000104369.4 JPH1 FC_P JPH1 -1.505458 0.0000036
1.996940e+01 1.505106 0.3783876 4.081274 0.0000448 0.0013015 ENSG00000201852.1 RNU6-702P FC_P RNU6.702P 1.505106 0.0000448
3.568742e+02 1.504502 0.2809617 5.373085 0.0000001 0.0000131 ENSG00000049192.10 ADAMTS6 FC_P ADAMTS6 1.504502 0.0000001
6.865166e+01 1.504236 0.3255373 4.815019 0.0000015 0.0001114 ENSG00000224467.1 AC009313.1 FC_P AC009313.1 1.504236 0.0000015
2.212300e+01 1.504010 0.3493398 4.295074 0.0000175 0.0006632 ENSG00000110675.8 ELMOD1 FC_P ELMOD1 1.504010 0.0000175
9.321401e+01 1.503987 0.2636059 5.738732 0.0000000 0.0000029 ENSG00000213659.4 RSU1P3 FC_P RSU1P3 1.503987 0.0000000
1.585019e+03 1.503651 0.3121184 4.847186 0.0000013 0.0000993 ENSG00000172403.6 SYNPO2 FC_P SYNPO2 1.503651 0.0000013
1.112958e+02 -1.503360 0.3269134 -4.685700 0.0000028 0.0001760 ENSG00000232349.2 YBX1P7 FC_P YBX1P7 -1.503360 0.0000028
8.532973e+02 -1.503140 0.3820100 -3.962902 0.0000740 0.0018698 ENSG00000124143.6 ARHGAP40 FC_P ARHGAP40 -1.503140 0.0000740
1.136054e+01 1.502906 0.3695608 4.267082 0.0000198 0.0007272 ENSG00000265470.1 MIR548AQ FC_P MIR548AQ 1.502906 0.0000198
4.402676e+02 -1.502363 0.2145530 -6.996187 0.0000000 0.0000000 ENSG00000157992.8 KRTCAP3 FC_P KRTCAP3 -1.502363 0.0000000
1.605486e+01 1.502272 0.3400933 4.422173 0.0000098 0.0004343 ENSG00000197106.6 SLC6A17 FC_P SLC6A17 1.502272 0.0000098
2.538391e+00 1.502024 0.4557741 3.321601 0.0008950 0.0107761 ENSG00000272218.1 RP11-11N5.3 FC_P RP11.11N5.3 1.502024 0.0008950
1.673546e+01 -1.502014 0.4187027 -3.973078 0.0000709 0.0018038 ENSG00000270168.1 LA16c-380H5.4 FC_P LA16c.380H5.4 -1.502014 0.0000709
9.139078e+02 -1.501855 0.3026810 -4.970060 0.0000007 0.0000623 ENSG00000105707.9 HPN FC_P HPN -1.501855 0.0000007
1.140748e+03 -1.500507 0.2023362 -7.408501 0.0000000 0.0000000 ENSG00000226137.3 BAIAP2-AS1 FC_P BAIAP2.AS1 -1.500507 0.0000000
1.048512e+02 -1.500299 0.4131333 -3.595005 0.0003244 0.0051946 ENSG00000132874.9 SLC14A2 FC_P SLC14A2 -1.500299 0.0003244

Pathway enrichment analysis fGSEA

Low TRPA1 is the reference. When TRPA1 is high, pathways shown below are up- or down- regulated

fgsea_res <- fgsea_analysis(DE_res)
## `summarise()` ungrouping output (override with `.groups` argument)
## Warning in fgsea(pathways = gmtPathways(pthw_path), stats = ranks, nperm = 1000): There are ties in the preranked stats (0.03% of the list).
## The order of those tied genes will be arbitrary, which may produce unexpected results.

## Warning in fgsea(pathways = gmtPathways(pthw_path), stats = ranks, nperm = 1000): There are ties in the preranked stats (0.03% of the list).
## The order of those tied genes will be arbitrary, which may produce unexpected results.

## Warning in fgsea(pathways = gmtPathways(pthw_path), stats = ranks, nperm = 1000): There are ties in the preranked stats (0.03% of the list).
## The order of those tied genes will be arbitrary, which may produce unexpected results.

## Warning in fgsea(pathways = gmtPathways(pthw_path), stats = ranks, nperm = 1000): There are ties in the preranked stats (0.03% of the list).
## The order of those tied genes will be arbitrary, which may produce unexpected results.

## Warning in fgsea(pathways = gmtPathways(pthw_path), stats = ranks, nperm = 1000): There are ties in the preranked stats (0.03% of the list).
## The order of those tied genes will be arbitrary, which may produce unexpected results.

## Warning in fgsea(pathways = gmtPathways(pthw_path), stats = ranks, nperm = 1000): There are ties in the preranked stats (0.03% of the list).
## The order of those tied genes will be arbitrary, which may produce unexpected results.

## Warning in fgsea(pathways = gmtPathways(pthw_path), stats = ranks, nperm = 1000): There are ties in the preranked stats (0.03% of the list).
## The order of those tied genes will be arbitrary, which may produce unexpected results.

## Warning in fgsea(pathways = gmtPathways(pthw_path), stats = ranks, nperm = 1000): There are ties in the preranked stats (0.03% of the list).
## The order of those tied genes will be arbitrary, which may produce unexpected results.

## Warning in fgsea(pathways = gmtPathways(pthw_path), stats = ranks, nperm = 1000): There are ties in the preranked stats (0.03% of the list).
## The order of those tied genes will be arbitrary, which may produce unexpected results.
fgp <- fgsea_plot(fgsea_res$res_hm, pathways_title='Hallmark', condition_name='TRPA1 low vs high')

kable(fgp)
pathway pval padj ES NES nMoreExtreme size state
HALLMARK_EPITHELIAL_MESENCHYMAL_TRANSITION 0.0015385 0.0068418 0.6739362 3.161798 0 189 up
HALLMARK_FATTY_ACID_METABOLISM 0.0028090 0.0068418 -0.5953249 -2.865399 0 147 down
HALLMARK_OXIDATIVE_PHOSPHORYLATION 0.0028249 0.0068418 -0.5301295 -2.618666 0 175 down
HALLMARK_ADIPOGENESIS 0.0028736 0.0068418 -0.5116233 -2.528606 0 183 down
HALLMARK_REACTIVE_OXYGEN_SPECIES_PATHWAY 0.0023981 0.0068418 -0.6120796 -2.404855 0 46 down
HALLMARK_MYC_TARGETS_V2 0.0024876 0.0068418 -0.5624492 -2.292563 0 57 down
HALLMARK_ESTROGEN_RESPONSE_EARLY 0.0027778 0.0068418 -0.4464027 -2.229052 0 191 down
HALLMARK_P53_PATHWAY 0.0028329 0.0068418 -0.4335855 -2.164594 0 190 down
HALLMARK_HEME_METABOLISM 0.0027624 0.0068418 -0.4268950 -2.118259 0 179 down
HALLMARK_ESTROGEN_RESPONSE_LATE 0.0027322 0.0068418 -0.4195856 -2.104910 0 193 down
HALLMARK_ALLOGRAFT_REJECTION 0.0015175 0.0068418 0.4474463 2.100379 0 187 up
HALLMARK_GLYCOLYSIS 0.0028736 0.0068418 -0.4126562 -2.047099 0 188 down
HALLMARK_PEROXISOME 0.0025000 0.0068418 -0.4318012 -1.977031 0 103 down
HALLMARK_XENOBIOTIC_METABOLISM 0.0028736 0.0068418 -0.3897914 -1.933672 0 188 down
HALLMARK_CHOLESTEROL_HOMEOSTASIS 0.0024691 0.0068418 -0.4461706 -1.882386 0 69 down
HALLMARK_DNA_REPAIR 0.0027473 0.0068418 -0.3818767 -1.832369 0 141 down
HALLMARK_ANGIOGENESIS 0.0016807 0.0068418 0.5106221 1.778316 0 35 up
HALLMARK_BILE_ACID_METABOLISM 0.0025707 0.0068418 -0.3688872 -1.702384 0 109 down
HALLMARK_KRAS_SIGNALING_UP 0.0015408 0.0068418 0.3427265 1.608198 0 190 up
HALLMARK_INFLAMMATORY_RESPONSE 0.0015723 0.0068418 0.3352331 1.574628 0 193 up
HALLMARK_MYC_TARGETS_V1 0.0028409 0.0068418 -0.3110126 -1.549825 0 189 down
HALLMARK_UV_RESPONSE_DN 0.0031397 0.0071357 0.3318998 1.486112 1 136 up
HALLMARK_UV_RESPONSE_UP 0.0056180 0.0122130 -0.3150255 -1.516271 1 147 down
HALLMARK_G2M_CHECKPOINT 0.0060698 0.0125786 0.3037292 1.425749 3 187 up
HALLMARK_COMPLEMENT 0.0062893 0.0125786 0.2984481 1.401845 3 193 up
HALLMARK_HYPOXIA 0.0084270 0.0162057 -0.2809825 -1.391582 2 180 down
HALLMARK_APOPTOSIS 0.0218579 0.0404776 -0.2697592 -1.313157 7 155 down
HALLMARK_TNFA_SIGNALING_VIA_NFKB 0.0249221 0.0445038 0.2785968 1.310677 15 195 up
HALLMARK_MYOGENESIS 0.0261941 0.0451623 0.2846638 1.335747 16 190 up
fgp <- fgsea_plot(fgsea_res$res_c1, pathways_title='C1 positional genes', condition_name='TRPA1 low vs high')

kable(fgp)
pathway pval padj ES NES nMoreExtreme size state
chr17q25 0.0028090 0.0131392 -0.5540986 -2.803496 0 202 down
chr1q22 0.0024096 0.0131392 -0.6980236 -2.742202 0 53 down
chr9q34 0.0028169 0.0131392 -0.5374793 -2.733427 0 210 down
chr12q21 0.0016502 0.0131392 0.6242482 2.486050 0 66 up
chr16p11 0.0026882 0.0131392 -0.5251991 -2.410241 0 120 down
chr12p11 0.0017699 0.0131392 0.6633026 2.394753 0 41 up
chr12q15 0.0018051 0.0131392 0.6739325 2.343853 0 34 up
chr12q14 0.0017094 0.0131392 0.5899682 2.272550 0 55 up
chr1q21 0.0027778 0.0131392 -0.4519925 -2.265587 0 191 down
chr3p21 0.0028409 0.0131392 -0.4385913 -2.229828 0 211 down
chr7p15 0.0016807 0.0131392 0.5676641 2.218463 0 61 up
chr3q23 0.0017921 0.0131392 0.6326371 2.218442 0 35 up
chr1p22 0.0016420 0.0131392 0.5385445 2.214290 0 81 up
chr1p31 0.0015873 0.0131392 0.5013006 2.208660 0 120 up
chr16q22 0.0027322 0.0131392 -0.4713100 -2.192541 0 132 down
chr1p34 0.0027624 0.0131392 -0.4347676 -2.183732 0 192 down
chr11q14 0.0016584 0.0131392 0.5231500 2.132327 0 76 up
chr7p14 0.0015723 0.0131392 0.4855863 2.120959 0 107 up
chr2q22 0.0018727 0.0131392 0.7524950 2.110396 0 14 up
chr3p24 0.0017007 0.0131392 0.5401576 2.071583 0 54 up
chr13q14 0.0016051 0.0131392 0.4508598 2.064126 0 151 up
chr15q21 0.0015723 0.0131392 0.4752167 2.058117 0 102 up
chr5p13 0.0016639 0.0131392 0.4944827 2.049808 0 84 up
chr3q13 0.0015798 0.0131392 0.4619823 2.042202 0 121 up
chr2q32 0.0016750 0.0131392 0.5168686 2.031683 0 63 up
chr1p33 0.0022173 0.0131392 -0.5351399 -2.008367 0 40 down
chr16q21 0.0022883 0.0131392 -0.5282785 -1.990416 0 41 down
chr6q23 0.0016807 0.0131392 0.5005102 1.956021 0 61 up
chr7q21 0.0016260 0.0131392 0.4621638 1.955557 0 95 up
chr1p35 0.0026525 0.0131392 -0.4391349 -1.952368 0 99 down
fgp <- fgsea_plot(fgsea_res$res_c2, pathways_title='C2 curated genes', condition_name='TRPA1 low vs high')

kable(fgp)
pathway pval padj ES NES nMoreExtreme size state
SHEDDEN_LUNG_CANCER_GOOD_SURVIVAL_A4 0.0027701 0.0232728 -0.7620073 -3.792788 0 184 down
CHARAFE_BREAST_CANCER_LUMINAL_VS_MESENCHYMAL_UP 0.0031348 0.0232728 -0.6560515 -3.586314 0 406 down
ANASTASSIOU_MULTICANCER_INVASIVENESS_SIGNATURE 0.0016779 0.0232728 0.8581136 3.393820 0 62 up
LIM_MAMMARY_STEM_CELL_DN 0.0031646 0.0232728 -0.6174004 -3.361235 0 387 down
SCHUETZ_BREAST_CANCER_DUCTAL_INVASIVE_UP 0.0014514 0.0232728 0.6542663 3.305901 0 331 up
WAMUNYOKOLI_OVARIAN_CANCER_LMP_UP 0.0028409 0.0232728 -0.6297646 -3.277198 0 256 down
VECCHI_GASTRIC_CANCER_ADVANCED_VS_EARLY_UP 0.0015528 0.0232728 0.6983670 3.233029 0 161 up
HOLLERN_EMT_BREAST_TUMOR_DN 0.0025773 0.0232728 -0.6827411 -3.196734 0 114 down
NIKOLSKY_BREAST_CANCER_16P13_AMPLICON 0.0025063 0.0232728 -0.6934069 -3.186439 0 105 down
REACTOME_EUKARYOTIC_TRANSLATION_ELONGATION 0.0024876 0.0232728 -0.7141323 -3.176153 0 86 down
TURASHVILI_BREAST_LOBULAR_CARCINOMA_VS_DUCTAL_NORMAL_UP 0.0016779 0.0232728 0.7789150 3.098541 0 66 up
CHARAFE_BREAST_CANCER_BASAL_VS_MESENCHYMAL_UP 0.0025773 0.0232728 -0.6599321 -3.093311 0 113 down
KEGG_RIBOSOME 0.0024938 0.0232728 -0.7039892 -3.086477 0 81 down
COLDREN_GEFITINIB_RESISTANCE_DN 0.0028986 0.0232728 -0.6010449 -3.046498 0 206 down
REACTOME_SELENOAMINO_ACID_METABOLISM 0.0025189 0.0232728 -0.6570245 -3.011520 0 102 down
REACTOME_SRP_DEPENDENT_COTRANSLATIONAL_PROTEIN_TARGETING_TO_MEMBRANE 0.0025381 0.0232728 -0.6521263 -2.988792 0 104 down
REACTOME_NONSENSE_MEDIATED_DECAY_NMD 0.0025510 0.0232728 -0.6467621 -2.982963 0 108 down
REACTOME_TRANSLATION 0.0029155 0.0232728 -0.5647839 -2.943763 0 262 down
REACTOME_RESPONSE_OF_EIF2AK4_GCN2_TO_AMINO_ACID_DEFICIENCY 0.0025445 0.0232728 -0.6453424 -2.921069 0 94 down
NIKOLSKY_BREAST_CANCER_1Q21_AMPLICON 0.0022075 0.0232728 -0.8162160 -2.898852 0 33 down
REACTOME_EUKARYOTIC_TRANSLATION_INITIATION 0.0026385 0.0232728 -0.6213136 -2.888042 0 112 down
BOQUEST_STEM_CELL_UP 0.0015528 0.0232728 0.5911478 2.874875 0 248 up
MOOTHA_MITOCHONDRIA 0.0031348 0.0232728 -0.5236436 -2.863479 0 404 down
MOOTHA_HUMAN_MITODB_6_2002 0.0031447 0.0232728 -0.5212564 -2.841061 0 395 down
GINESTIER_BREAST_CANCER_ZNF217_AMPLIFIED_DN 0.0032051 0.0232728 -0.5324299 -2.810825 0 308 down
CHARAFE_BREAST_CANCER_LUMINAL_VS_MESENCHYMAL_DN 0.0014368 0.0232728 0.5419776 2.807116 0 433 up
VANTVEER_BREAST_CANCER_ESR1_UP 0.0028571 0.0232728 -0.5562090 -2.802118 0 194 down
LU_EZH2_TARGETS_UP 0.0028329 0.0232728 -0.5371526 -2.799113 0 257 down
REACTOME_RRNA_PROCESSING 0.0027701 0.0232728 -0.5562635 -2.768726 0 184 down
LIEN_BREAST_CARCINOMA_METAPLASTIC_VS_DUCTAL_DN 0.0024938 0.0232728 -0.5990959 -2.750040 0 103 down
fgp <- fgsea_plot(fgsea_res$res_c3, pathways_title='C3 regulatory target genes', condition_name='TRPA1 low vs high')

kable(fgp)
pathway pval padj ES NES nMoreExtreme size state
MCM2_TARGET_GENES 0.0024096 0.0172521 -0.6004621 -2.607100 0 76 down
KLF14_TARGET_GENES 0.0028902 0.0172521 -0.5015076 -2.534658 0 215 down
YBX3_TARGET_GENES 0.0026738 0.0172521 -0.4767254 -2.342535 0 163 down
MIR3129_3P 0.0016340 0.0172521 0.5401223 2.327087 0 97 up
HES4_TARGET_GENES 0.0034483 0.0172521 -0.4163147 -2.304145 0 508 down
NR1H4_TARGET_GENES 0.0032362 0.0172521 -0.4294581 -2.292309 0 350 down
MIR5583_5P 0.0016340 0.0172521 0.5232627 2.254448 0 97 up
CDC73_TARGET_GENES 0.0035211 0.0172521 -0.4051076 -2.243563 0 538 down
SNRNP70_TARGET_GENES 0.0027100 0.0172521 -0.4604837 -2.239590 0 153 down
DLX6_TARGET_GENES 0.0033898 0.0172521 -0.4066286 -2.237575 0 486 down
GGAANCGGAANY_UNKNOWN 0.0026385 0.0172521 -0.4910859 -2.231570 0 103 down
ADNP_TARGET_GENES 0.0035336 0.0172521 -0.3962869 -2.200792 0 543 down
SP1_Q6_01 0.0029499 0.0172521 -0.4279328 -2.182687 0 234 down
ZNF354B_TARGET_GENES 0.0026810 0.0172521 -0.4411021 -2.166373 0 165 down
HOXD11_TARGET_GENES 0.0026738 0.0172521 -0.4611489 -2.162526 0 121 down
HJURP_TARGET_GENES 0.0023256 0.0172521 -0.5408384 -2.158140 0 51 down
ATOH1_TARGET_GENES 0.0027855 0.0172521 -0.4301927 -2.155108 0 194 down
MIR3646 0.0013369 0.0172521 0.3995005 2.151771 0 797 up
PCGF1_TARGET_GENES 0.0033333 0.0172521 -0.3920384 -2.150324 0 466 down
MIR92A_2_5P 0.0027624 0.0172521 -0.4282733 -2.146664 0 187 down
ZMYM2_TARGET_GENES 0.0026316 0.0172521 -0.4623409 -2.145527 0 115 down
MIR423_5P 0.0026110 0.0172521 -0.4526046 -2.143738 0 129 down
MIR607 0.0013055 0.0172521 0.3948528 2.142111 0 906 up
TOP2B_TARGET_GENES 0.0033784 0.0172521 -0.3859978 -2.135174 0 502 down
MIR5009_5P 0.0017391 0.0172521 0.5487183 2.129045 0 55 up
ETS2_TARGET_GENES 0.0032258 0.0172521 -0.3994484 -2.128711 0 348 down
MIR3662 0.0013210 0.0172521 0.3901927 2.112240 0 897 up
MIR8058 0.0017513 0.0172521 0.5822842 2.102765 0 40 up
MIR6836_5P 0.0026385 0.0172521 -0.4539634 -2.102459 0 114 down
MIR4283 0.0027855 0.0172521 -0.4192818 -2.100449 0 194 down
fgp <- fgsea_plot(fgsea_res$res_c4, pathways_title='C4 cancer', condition_name='TRPA1 low vs high')

kable(fgp)
pathway pval padj ES NES nMoreExtreme size state
MODULE_47 0.0015267 0.0124089 0.6533425 3.131514 0 214 up
MORF_NME2 0.0025253 0.0124089 -0.6383365 -3.058289 0 141 down
GCM_TPT1 0.0023041 0.0124089 -0.7197048 -2.952418 0 59 down
MODULE_93 0.0026385 0.0124089 -0.5887097 -2.878722 0 176 down
MODULE_180 0.0023641 0.0124089 -0.6123511 -2.840095 0 115 down
MORF_ACTG1 0.0023474 0.0124089 -0.5894037 -2.797677 0 127 down
MORF_TPT1 0.0023529 0.0124089 -0.6308074 -2.780150 0 92 down
GNF2_PTX3 0.0018051 0.0124089 0.7822413 2.762134 0 35 up
GNF2_EIF3S6 0.0023753 0.0124089 -0.5963867 -2.739096 0 110 down
GNF2_TPT1 0.0022676 0.0124089 -0.7382220 -2.738484 0 36 down
GNF2_GLTSCR2 0.0022371 0.0124089 -0.7762522 -2.734879 0 29 down
MODULE_139 0.0022779 0.0124089 -0.6299461 -2.716218 0 76 down
MORF_NPM1 0.0025189 0.0124089 -0.5533189 -2.676354 0 149 down
GNF2_CDH11 0.0018083 0.0124089 0.8106653 2.654171 0 25 up
GNF2_MMP1 0.0017699 0.0124089 0.7540945 2.619930 0 31 up
MODULE_221 0.0022371 0.0124089 -0.7367136 -2.595577 0 29 down
MORF_PHB 0.0023585 0.0124089 -0.5610894 -2.586936 0 113 down
MORF_PPP1CA 0.0025445 0.0124089 -0.5342483 -2.585427 0 153 down
MODULE_184 0.0022222 0.0124089 -0.7340145 -2.585372 0 28 down
MORF_AP2M1 0.0027624 0.0124089 -0.5189705 -2.577038 0 203 down
GNF2_ST13 0.0022989 0.0124089 -0.6295837 -2.573092 0 58 down
MODULE_152 0.0023753 0.0124089 -0.5641266 -2.571329 0 106 down
MORF_IKBKG 0.0023585 0.0124089 -0.5433116 -2.567762 0 126 down
MORF_GPX4 0.0022472 0.0124089 -0.6426144 -2.546974 0 50 down
MODULE_83 0.0028986 0.0124089 -0.4867621 -2.543899 0 290 down
MODULE_151 0.0028902 0.0124089 -0.4861352 -2.543296 0 289 down
MODULE_29 0.0021882 0.0124089 -0.7313627 -2.531511 0 26 down
MORF_CSNK2B 0.0027473 0.0124089 -0.4848982 -2.503487 0 258 down
MODULE_43 0.0023364 0.0124089 -0.5599176 -2.500084 0 95 down
GNF2_HPN 0.0024390 0.0124089 -0.5312804 -2.482505 0 124 down
fgp <- fgsea_plot(fgsea_res$res_c5, pathways_title='C5 GO genes', condition_name='TRPA1 low vs high')

kable(fgp)
pathway pval padj ES NES nMoreExtreme size state
GO_CYTOSOLIC_RIBOSOME 0.0024038 0.0399244 -0.6779960 -3.003977 0 95 down
GO_STRUCTURAL_CONSTITUENT_OF_RIBOSOME 0.0024570 0.0399244 -0.6157863 -3.003516 0 152 down
GO_RIBOSOME 0.0027701 0.0399244 -0.5929556 -2.994946 0 211 down
GO_RIBOSOMAL_SUBUNIT 0.0026738 0.0399244 -0.6094129 -2.987261 0 172 down
GO_LARGE_RIBOSOMAL_SUBUNIT 0.0023753 0.0399244 -0.6379143 -2.922854 0 108 down
GO_NUCLEAR_TRANSCRIBED_MRNA_CATABOLIC_PROCESS_NONSENSE_MEDIATED_DECAY 0.0023810 0.0399244 -0.6263286 -2.890226 0 114 down
GO_CYTOSOLIC_LARGE_RIBOSOMAL_SUBUNIT 0.0023256 0.0399244 -0.7209130 -2.843214 0 53 down
GO_COTRANSLATIONAL_PROTEIN_TARGETING_TO_MEMBRANE 0.0023866 0.0399244 -0.6375241 -2.828872 0 94 down
GO_OXIDOREDUCTASE_ACTIVITY_ACTING_ON_THE_CH_CH_GROUP_OF_DONORS 0.0023202 0.0399244 -0.7035074 -2.800764 0 55 down
GO_COENZYME_BINDING 0.0028329 0.0399244 -0.5385803 -2.796098 0 271 down
GO_MONOCARBOXYLIC_ACID_CATABOLIC_PROCESS 0.0024272 0.0399244 -0.5998700 -2.794386 0 121 down
GO_COLLAGEN_BINDING 0.0017391 0.0399244 0.6833435 2.734113 0 64 up
GO_ORGANIC_ACID_CATABOLIC_PROCESS 0.0027473 0.0399244 -0.5288423 -2.729203 0 251 down
GO_FATTY_ACID_CATABOLIC_PROCESS 0.0024272 0.0399244 -0.6106636 -2.724092 0 98 down
GO_FATTY_ACID_BETA_OXIDATION 0.0023810 0.0399244 -0.6569746 -2.716592 0 67 down
GO_ESTABLISHMENT_OF_PROTEIN_LOCALIZATION_TO_ENDOPLASMIC_RETICULUM 0.0024155 0.0399244 -0.5893202 -2.683349 0 106 down
GO_PROTEIN_TARGETING_TO_MEMBRANE 0.0026596 0.0399244 -0.5462283 -2.679568 0 173 down
GO_RIBOSOMAL_LARGE_SUBUNIT_BIOGENESIS 0.0022883 0.0399244 -0.6462127 -2.645053 0 62 down
GO_COFACTOR_BIOSYNTHETIC_PROCESS 0.0027701 0.0399244 -0.5161291 -2.605578 0 209 down
GO_FATTY_ACID_METABOLIC_PROCESS 0.0029240 0.0399244 -0.4839875 -2.592955 0 342 down
GO_VIRAL_GENE_EXPRESSION 0.0026316 0.0399244 -0.5207435 -2.589722 0 185 down
GO_RIBOSOME_BIOGENESIS 0.0027778 0.0399244 -0.4991618 -2.587103 0 259 down
GO_OXIDOREDUCTASE_ACTIVITY_ACTING_ON_CH_OH_GROUP_OF_DONORS 0.0023753 0.0399244 -0.5573973 -2.582865 0 116 down
GO_COLLAGEN_FIBRIL_ORGANIZATION 0.0017361 0.0399244 0.6681461 2.572845 0 51 up
GO_CELLULAR_AMINO_ACID_CATABOLIC_PROCESS 0.0024096 0.0399244 -0.5553400 -2.571487 0 117 down
GO_COENZYME_METABOLIC_PROCESS 0.0026738 0.0399244 -0.4926671 -2.539616 0 232 down
GO_PROTEIN_LOCALIZATION_TO_ENDOPLASMIC_RETICULUM 0.0025063 0.0399244 -0.5401434 -2.538199 0 128 down
GO_MITOCHONDRIAL_GENE_EXPRESSION 0.0024938 0.0399244 -0.5193559 -2.521252 0 149 down
GO_MITOCHONDRIAL_TRANSLATION 0.0024691 0.0399244 -0.5353643 -2.514587 0 127 down
GO_ESTABLISHMENT_OF_PROTEIN_LOCALIZATION_TO_MEMBRANE 0.0028169 0.0399244 -0.4773437 -2.513247 0 296 down
fgp <- fgsea_plot(fgsea_res$res_c6, pathways_title='C6 oncogenic', condition_name='TRPA1 low vs high')

kable(fgp)
pathway pval padj ES NES nMoreExtreme size state
CAMP_UP.V1_UP 0.0027778 0.0132283 -0.4694873 -2.329857 0 181 down
MYC_UP.V1_UP 0.0027473 0.0132283 -0.4713650 -2.296250 0 157 down
SINGH_KRAS_DEPENDENCY_SIGNATURE 0.0021186 0.0132283 -0.7057766 -2.198727 0 19 down
LEF1_UP.V1_DN 0.0027933 0.0132283 -0.4363336 -2.151677 0 173 down
SIRNA_EIF4GI_UP 0.0024272 0.0132283 -0.4671653 -2.066444 0 87 down
AKT_UP_MTOR_DN.V1_UP 0.0027933 0.0132283 -0.4115567 -2.021627 0 166 down
ERBB2_UP.V1_UP 0.0027778 0.0132283 -0.4062796 -2.006640 0 175 down
EIF4E_UP 0.0024510 0.0132283 -0.4526974 -1.998095 0 88 down
MEK_UP.V1_UP 0.0027778 0.0132283 -0.4040885 -1.995818 0 175 down
VEGF_A_UP.V1_DN 0.0015649 0.0132283 0.4280704 1.993965 0 184 up
SIRNA_EIF4GI_DN 0.0016835 0.0132283 0.4763496 1.981967 0 88 up
BMI1_DN_MEL18_DN.V1_UP 0.0015649 0.0132283 0.4340218 1.937288 0 135 up
RAPA_EARLY_UP.V1_DN 0.0028011 0.0132283 -0.3893978 -1.911373 0 167 down
RB_P107_DN.V1_DN 0.0026810 0.0132283 -0.4130143 -1.907431 0 113 down
PIGF_UP.V1_UP 0.0015576 0.0132283 0.4078524 1.896010 0 181 up
LEF1_UP.V1_UP 0.0015528 0.0132283 0.4011926 1.859435 0 179 up
STK33_DN 0.0028902 0.0132283 -0.3554830 -1.856429 0 249 down
PDGF_ERK_DN.V1_DN 0.0027473 0.0132283 -0.3842053 -1.839887 0 141 down
AKT_UP.V1_UP 0.0027397 0.0132283 -0.3768202 -1.831308 0 152 down
E2F3_UP.V1_DN 0.0028329 0.0132283 -0.3770684 -1.791267 0 137 down
ESC_J1_UP_EARLY.V1_UP 0.0027100 0.0132283 -0.3600059 -1.749696 0 151 down
PRC2_EED_UP.V1_DN 0.0027933 0.0132283 -0.3517090 -1.744428 0 179 down
STK33_NOMO_DN 0.0029762 0.0132283 -0.3296820 -1.721260 0 254 down
CYCLIN_D1_UP.V1_UP 0.0027933 0.0132283 -0.3464474 -1.708424 0 173 down
RB_DN.V1_UP 0.0026738 0.0132283 -0.3644981 -1.706706 0 123 down
BRCA1_DN.V1_UP 0.0015974 0.0132283 0.3907580 1.696965 0 111 up
SRC_UP.V1_UP 0.0028169 0.0132283 -0.3524269 -1.696265 0 148 down
GCNP_SHH_UP_LATE.V1_DN 0.0028011 0.0132283 -0.3421416 -1.679414 0 167 down
PTEN_DN.V1_UP 0.0015601 0.0132283 0.3704055 1.678552 0 153 up
CYCLIN_D1_KE_.V1_UP 0.0027855 0.0132283 -0.3391235 -1.678220 0 178 down
fgp <- fgsea_plot(fgsea_res$res_c7, pathways_title='C7 immunologic', condition_name='TRPA1 low vs high')

kable(fgp)
pathway pval padj ES NES nMoreExtreme size state
GSE45837_WT_VS_GFI1_KO_PDC_DN 0.0028571 0.0131487 -0.5874269 -2.897186 0 180 down
GSE9006_TYPE_1_VS_TYPE_2_DIABETES_PBMC_AT_DX_UP 0.0028011 0.0131487 -0.5722605 -2.841540 0 187 down
GSE14000_TRANSLATED_RNA_VS_MRNA_DC_DN 0.0027473 0.0131487 -0.5465548 -2.664065 0 160 down
GSE369_PRE_VS_POST_IL6_INJECTION_SOCS3_KO_LIVER_DN 0.0028011 0.0131487 -0.5327159 -2.645182 0 187 down
GSE45365_HEALTHY_VS_MCMV_INFECTION_CD8A_DC_IFNAR_KO_UP 0.0028329 0.0131487 -0.5399345 -2.641877 0 175 down
GSE42021_CD24LO_TREG_VS_CD24LO_TCONV_THYMUS_DN 0.0028329 0.0131487 -0.5195499 -2.571862 0 185 down
GSE21678_WT_VS_FOXO1_FOXO3_KO_TREG_DN 0.0028736 0.0131487 -0.5263083 -2.566534 0 174 down
GSE16385_MONOCYTE_VS_12H_IL4_TREATED_MACROPHAGE_DN 0.0028329 0.0131487 -0.5182001 -2.554260 0 183 down
GSE45365_WT_VS_IFNAR_KO_CD11B_DC_MCMV_INFECTION_UP 0.0028329 0.0131487 -0.5217021 -2.547915 0 168 down
GSE15735_CTRL_VS_HDAC_INHIBITOR_TREATED_CD4_TCELL_12H_UP 0.0028169 0.0131487 -0.5132211 -2.539276 0 184 down
GSE360_CTRL_VS_L_DONOVANI_MAC_UP 0.0028329 0.0131487 -0.5115894 -2.532456 0 185 down
GSE9006_HEALTHY_VS_TYPE_2_DIABETES_PBMC_AT_DX_UP 0.0028249 0.0131487 -0.5102332 -2.521493 0 181 down
GSE22886_DAY1_VS_DAY7_MONOCYTE_IN_CULTURE_DN 0.0027778 0.0131487 -0.5092085 -2.515549 0 179 down
GSE42724_NAIVE_VS_B1_BCELL_DN 0.0027701 0.0131487 -0.5077368 -2.509721 0 178 down
GSE3920_UNTREATED_VS_IFNG_TREATED_ENDOTHELIAL_CELL_DN 0.0028329 0.0131487 -0.5063666 -2.495932 0 183 down
GSE43863_NAIVE_VS_LY6C_LOW_CXCR5NEG_CD4_EFF_TCELL_D6_LCMV_DN 0.0028249 0.0131487 -0.5049015 -2.472603 0 173 down
GSE36527_CD69_NEG_VS_POS_TREG_CD62L_LOS_KLRG1_NEG_DN 0.0028329 0.0131487 -0.4952493 -2.441133 0 183 down
GSE24210_CTRL_VS_IL35_TREATED_TCONV_CD4_TCELL_DN 0.0028169 0.0131487 -0.4897030 -2.422915 0 184 down
GSE42021_CD24HI_TREG_VS_CD24HI_TCONV_THYMUS_UP 0.0028329 0.0131487 -0.4914981 -2.422643 0 183 down
GSE45365_WT_VS_IFNAR_KO_CD8A_DC_UP 0.0028329 0.0131487 -0.4852031 -2.391615 0 183 down
GSE369_IFNG_KO_VS_WT_LIVER_DN 0.0028571 0.0131487 -0.4819838 -2.377142 0 180 down
GSE39864_WT_VS_GATA3_KO_TREG_DN 0.0028653 0.0131487 -0.4805446 -2.365280 0 182 down
GSE27434_WT_VS_DNMT1_KO_TREG_UP 0.0027701 0.0131487 -0.4779647 -2.362559 0 178 down
GSE42021_TREG_PLN_VS_CD24HI_TREG_THYMUS_DN 0.0028169 0.0131487 -0.4753328 -2.351815 0 184 down
GSE20727_CTRL_VS_ROS_INH_AND_DNFB_ALLERGEN_TREATED_DC_UP 0.0027778 0.0131487 -0.4752200 -2.347641 0 179 down
GSE22589_HEALTHY_VS_SIV_INFECTED_DC_UP 0.0027778 0.0131487 -0.4740282 -2.341754 0 179 down
GSE17721_CTRL_VS_GARDIQUIMOD_8H_BMDC_UP 0.0028169 0.0131487 -0.4726796 -2.338688 0 184 down
GSE22886_IGM_MEMORY_BCELL_VS_BM_PLASMA_CELL_DN 0.0028011 0.0131487 -0.4702614 -2.335067 0 187 down
GSE2706_UNSTIM_VS_8H_LPS_AND_R848_DC_UP 0.0027778 0.0131487 -0.4713146 -2.328348 0 179 down
GSE37533_UNTREATED_VS_PIOGLIZATONE_TREATED_CD4_TCELL_PPARG1_AND_FOXP3_TRASDUCED_DN 0.0028329 0.0131487 -0.4698153 -2.325667 0 185 down
fgp <- fgsea_plot(fgsea_res$res_msg, pathways_title='All signatures', condition_name='TRPA1 low vs high')

kable(fgp)
pathway pval padj ES NES nMoreExtreme size state
SHEDDEN_LUNG_CANCER_GOOD_SURVIVAL_A4 0.0028818 0.0201079 -0.7620073 -3.824581 0 184 down
ANASTASSIOU_MULTICANCER_INVASIVENESS_SIGNATURE 0.0016611 0.0201079 0.8581136 3.341093 0 62 up
chr16p13 0.0030581 0.0201079 -0.6303105 -3.334673 0 272 down
WAMUNYOKOLI_OVARIAN_CANCER_LMP_UP 0.0029940 0.0201079 -0.6297646 -3.295148 0 256 down
SCHUETZ_BREAST_CANCER_DUCTAL_INVASIVE_UP 0.0015038 0.0201079 0.6542663 3.261850 0 331 up
NIKOLSKY_BREAST_CANCER_16P13_AMPLICON 0.0026525 0.0201079 -0.6934069 -3.202030 0 105 down
VECCHI_GASTRIC_CANCER_ADVANCED_VS_EARLY_UP 0.0015552 0.0201079 0.6983670 3.195344 0 161 up
REACTOME_EUKARYOTIC_TRANSLATION_ELONGATION 0.0025974 0.0201079 -0.7141323 -3.191795 0 86 down
HOLLERN_EMT_BREAST_TUMOR_DN 0.0027322 0.0201079 -0.6827411 -3.176297 0 114 down
HALLMARK_EPITHELIAL_MESENCHYMAL_TRANSITION 0.0015221 0.0201079 0.6739362 3.153720 0 189 up
MODULE_47 0.0015152 0.0201079 0.6533425 3.105321 0 214 up
GO_CYTOSOLIC_RIBOSOME 0.0025840 0.0201079 -0.6779960 -3.094192 0 95 down
KEGG_RIBOSOME 0.0026882 0.0201079 -0.7039892 -3.091734 0 81 down
MORF_NME2 0.0028571 0.0201079 -0.6383365 -3.088148 0 141 down
COLDREN_GEFITINIB_RESISTANCE_DN 0.0029240 0.0201079 -0.6010449 -3.068822 0 206 down
CHARAFE_BREAST_CANCER_BASAL_VS_MESENCHYMAL_UP 0.0027100 0.0201079 -0.6599321 -3.065326 0 113 down
TURASHVILI_BREAST_LOBULAR_CARCINOMA_VS_DUCTAL_NORMAL_UP 0.0016556 0.0201079 0.7789150 3.058841 0 66 up
GO_RIBOSOMAL_SUBUNIT 0.0028409 0.0201079 -0.6094129 -3.044476 0 172 down
GO_RIBOSOME 0.0029070 0.0201079 -0.5929556 -3.037682 0 211 down
REACTOME_SELENOAMINO_ACID_METABOLISM 0.0026525 0.0201079 -0.6570245 -3.013607 0 102 down
GO_STRUCTURAL_CONSTITUENT_OF_RIBOSOME 0.0029499 0.0201079 -0.6157863 -3.005280 0 152 down
REACTOME_SRP_DEPENDENT_COTRANSLATIONAL_PROTEIN_TARGETING_TO_MEMBRANE 0.0026455 0.0201079 -0.6521263 -3.004705 0 104 down
REACTOME_NONSENSE_MEDIATED_DECAY_NMD 0.0026455 0.0201079 -0.6467621 -2.989497 0 108 down
REACTOME_TRANSLATION 0.0030395 0.0201079 -0.5647839 -2.969292 0 262 down
GCM_TPT1 0.0024752 0.0201079 -0.7197048 -2.954000 0 59 down
GO_LARGE_RIBOSOMAL_SUBUNIT 0.0026455 0.0201079 -0.6379143 -2.948600 0 108 down
MODULE_93 0.0029070 0.0201079 -0.5887097 -2.946597 0 176 down
NIKOLSKY_BREAST_CANCER_1Q21_AMPLICON 0.0022676 0.0201079 -0.8162160 -2.941154 0 33 down
GSE45837_WT_VS_GFI1_KO_PDC_DN 0.0028902 0.0201079 -0.5874269 -2.940907 0 180 down
REACTOME_RESPONSE_OF_EIF2AK4_GCN2_TO_AMINO_ACID_DEFICIENCY 0.0025974 0.0201079 -0.6453424 -2.938375 0 94 down